# Broadcastwell

> Broadcastwell Answer Operations: buyer answers built, maintained and warranted on your own site.

GEO Hub: https://broadcastwell.com/insights
Research library: https://broadcastwell.com/research
Long-form education: https://docs.broadcastwell.com/

## Current prices and terms (26 October 2026)

We turn the Absence Index into buyer answers we build, maintain and warrant on your own site.

- Answer Repair: $490. One buyer question and one completed source-backed page or equivalent fix. Choose Live or Handoff before payment. Live access and approval must be complete before payment. Due 48 elapsed hours after recorded Ready. If we miss the deliverable or deadline, we initiate a full $490 refund within five business days and you keep the work. You may also request a full refund within 30 days of delivery. https://broadcastwell.com/answer-repair
- Agency Deadline Audit: $490 per client report, white label. Ten agreed buyer questions, asked three times on ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode: 150 planned answers. Valid answers and exclusions shown separately. Three prioritized fixes and one paste-ready change of 250 words or fewer. Findings within 48 hours of recorded scope confirmation. Refundable in full within 30 days. No full-page deployment. We never contact the agency's client during the work or for twelve months after. https://broadcastwell.com/for-agencies
- Fix Sprint: $3,900 ($3,410 after the $490 entry is credited, once). The $490 entry credits once against the $3,900 Fix Sprint, leaving $3,410. Six contracted pages or rewrites over 30 days, including any credited entry page. One primary test, naming, own-domain citation or buyer-task completion, agreed before payment and re-measured at day 30. Measured gain on the agreed test, or the full $3,900 back. The client keeps the work. https://broadcastwell.com/fix-sprint
- Sprint channel add-on: $900. Four posts on owned channels, added to a Fix Sprint.
- Care: $490 a month, only after setup. Integrity monitoring for up to 150 already-approved existing pages and two human hours a month. No new pages. Requires an explicit purchase; no automatic enrolment.
- Program: $5,500 a month. Twelve pages or rewrites and 8 channel posts a month across Substack, WordPress, Medium, LinkedIn, YouTube and directories. Includes a quarterly research study written by our researchers and up to 150 pages under management. The client owns the domain, content and exports.
- 150-page build: $6,000 plus $250 a page, in batches of 25. Starts only after a 5-page paid trial. Every page must answer a distinct buyer need with real evidence. Fewer useful pages is the correct outcome when the facts do not support more.
- Larger scopes are agreed through https://broadcastwell.com/contact
- Full ladder: https://broadcastwell.com/pricing
- Answer Repair buy route: https://broadcastwell.com/buy/answer-repair
- Agency Audit buy route: https://broadcastwell.com/buy/white-label-audit
- Versioned terms, 26 October 2026: https://broadcastwell.com/terms#2026-10-26-answer-operations-v2
- Orders placed before 26 October 2026 keep the terms shown at purchase.
- Free 10-question check (one engine): https://audit.broadcastwell.com/
- Contact: hello@broadcastwell.com

Ready records payment, the agreed question and page scope, sufficient source facts, a named approver and, for Live, access and approval. Ready and due times are recorded. We confirm Ready within 60 minutes during business hours. If anything is missing, a member of our team contacts you directly and finishes it with you. If Ready still cannot be reached, you can cancel for a full refund. Business hours are 08:00 to 20:00 Indianapolis Monday to Friday and 10:00 to 16:00 Saturday and Sunday. Day 7 of a Sprint or Program brings the first approved page batch, fixed fact record, publication and rollback log, known blockers and next batch. Day 30 records the contracted work and a separate measurement report. Shipped work, observed engine answers, referred visits and client-verified opportunities stay separate.

Ask <Vendor>: a read-only connector answering from approved public facts. Sample, fictional company: https://app.broadcastwell.com/mcp/vendor/kalvenor
Vendor Facts File v1: an open schema (CC BY 4.0) for a vendor's public statements. https://docs.broadcastwell.com/vendor-facts/

Naming, recommendations, citations, referral visits and business outcomes are separate measures. Read each study's own dates, sample and method. The original v1.0 study used one engine. Crawler access does not establish indexing or citation. Standard search guidance does not require llms.txt, AI-specific schema or content chunking.
Google guidance: https://developers.google.com/search/docs/fundamentals/ai-optimization-guide

## PHP2Shell (CVE-2026-109618 and CVE-2026-109619), 23 October 2026

- [PHP2Shell: what AI engines say, and who has published | Broadcastwell](https://broadcastwell.com/php2shell): What ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode tell site owners about PHP2Shell, the Statement Index, the twice-weekly AI Answer Watch and our published research.
- [PHP2Shell Statement Index](https://index.broadcastwell.com/php2shell/): Which hosts, platforms and software vendors have published a PHP2Shell statement, with the status in their own words, the date and the places checked. Data under CC BY 4.0.
- [PHP2Shell AI Answer Watch](https://index.broadcastwell.com/php2shell/watch/): Five site owner questions asked on Mondays and Thursdays (US Eastern) through 19 November 2026 on ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode, each answer checked for the fixed PHP versions, the WordPress update error, the worker restart and the 9.2 severity.
- [PHP2Shell statement template](https://broadcastwell.com/php2shell/statement-template): A free statement format (CC BY 4.0) with the fields the engines quote. Markdown: https://broadcastwell.com/files/php2shell-statement-template.md
- [Our own PHP2Shell statement](https://broadcastwell.com/security#php2shell): None of Broadcastwell's services serves web requests through PHP, so none is affected. Reviewed 23 October 2026.

- [PHP2Shell Answer Study, reviewed](https://doi.org/10.5281/zenodo.23586713): Ten site owner questions asked three times on ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode on 23 October 2026. 150 planned cells, 148 eligible answers and two exclusions. Final grades: 23 of 148 potentially misleading; two of 148 wrong fixed version; two of 148 WordPress update error. The last two flags refer to the same two answers. Reviewed and analysed by the Broadcastwell team. DOI 10.5281/zenodo.23586713. CC BY 4.0.
- [PHP2Shell study page](https://broadcastwell.com/php2shell/study): Read the reviewed findings, method, quotations, source and host tables, limitations and open data links. The DOI remains the permanent record.
- [PHP2Shell study data](https://index.broadcastwell.com/php2shell/data/#study-data): All 150 final grades and captured answer records with cited URLs, including two exclusions. Answer wording is verbatim except marked removals of attack mechanics in nine answer rows. README and full method included, CC BY 4.0.
- [Free PHP2Shell company answer check](https://audit.broadcastwell.com/?mode=php2shell): One dated Claude answer with its cited URLs, shown beside the company's published Statement Index record. No email needed. This is not a security assessment.

Nothing in this section is security advice. For patching, follow PHP's advisory of 21 October 2026 (https://www.php.net/archive/2026.php#2026-10-21-5) and your host.


## When your facts change

- [The Change Desk: what AI tells your buyers after your facts change | Broadcastwell](https://broadcastwell.com/change-desk): After an incident statement, an acquisition or ownership change, or a price, plan, product or link change, check dated AI answers against public facts. Three studies are in review; no findings are published yet. Answer Repair, $490; Agency Deadline Audit, $490 per client report. Free correction route: hello@broadcastwell.com.

## GEO explained

- [AI Search Visibility Glossary | Broadcastwell](https://broadcastwell.com/glossary): Forty terms for measuring AI search visibility, with plain definitions and links to Broadcastwell's published method and evidence.
- [AI Source Standard: reading business evidence | The Absence Manual](https://docs.broadcastwell.com/ai-source-standard/): A reader guide to self-reported source, observed referrals and separately evidenced pipeline outcomes. Keep visibility and attribution distinct.
- [Appendix B. Absence classification rules and precedence | The Absence Manual](https://docs.broadcastwell.com/absence-rules/): The complete classification scheme behind the absence ladder, reproduced as published in Volume II: six question shapes, the rule that assigns each, the precedence order, worked examples, and the residual category.
- [Appendix D. Glossary | The Absence Manual](https://docs.broadcastwell.com/glossary/): Definitions for the terms used in a specific technical sense across The Absence Manual, including the evidence levels, the two gates, the agreement measures, the denominator vocabulary and the scoring layers.
- [Bot access and AI search visibility | The Absence Manual](https://docs.broadcastwell.com/resources/bot-access/): Understand the difference between permission to crawl, search inclusion and an observed citation, using current primary documentation.
- [Chapter 10. Getting quoted at the comparison gate | The Absence Manual](https://docs.broadcastwell.com/comparison-gate/): Companies named in seven or more of ten answers lost head-to-head comparisons 68.8% of the time. The second gate is preference against a named rival, and it turns on whether a checkable comparative claim about you exists in a form a model can quote.
- [Chapter 7. The AI Overview does not always appear | The Absence Manual](https://docs.broadcastwell.com/overview-trigger-rate/): Google returned an AI Overview for 92.1% of 280 B2B buyer questions, and the rate moved from 88.8% on best-of questions to 100% on comparison questions. A score computed over answers that appeared is not comparable to one computed over questions asked.
- [Measured under Broadcastwell method | Broadcastwell](https://broadcastwell.com/standard): An open standard for reporting AI answer measurement: receipts for every number, engines named exactly, scheduled runs with the repeat count, counts before points, no composite score, the method version, and a public dispute route. CC BY 4.0.

## Check AI visibility

- [Account Executive, AI Search Visibility, Broadcastwell](https://broadcastwell.com/careers/account-executive-ai-search-visibility): Open role at Broadcastwell: Account Executive, AI Search Visibility. Remote, United States, $80k to $95k base, $140k to $160k on target.
- [Check Your AI Search Visibility | Broadcastwell](https://broadcastwell.com/visibility): Understand what an AI visibility measure shows: named companies, cited sources, repeated answers, valid bases and measurement limits.
- [Chapter 2. The Absence Ladder | The Absence Manual](https://docs.broadcastwell.com/absence-ladder/): Across 616 absence records from 85 B2B software companies, what a company loses to AI answers changes shape as its visibility rises. Companies named zero times lose category-level questions. Companies named seven or more times lose almost nothing except head-to-head comparisons.
- [Improve Your AI Search Visibility | Broadcastwell](https://broadcastwell.com/improve-ai-search-visibility): Improve AI search visibility with clearer product facts and published evidence. Start with measured buyer answers and check the result.
- [Neurvalis AI visibility baseline | Broadcastwell](https://broadcastwell.com/neurvalis-ai-visibility-diagnostic): How Broadcastwell's AI visibility baseline assessment gave Neurvalis AI Automation a clear starting point and the confidence to begin a 90 day engagement.
- [Read an AI answer without overreading it | The Absence Manual](https://docs.broadcastwell.com/resources/guides/read-an-answer/): Evidence / BW-RESOURCE-01
- [Read an AI answer without overreading it | The Absence Manual](https://docs.broadcastwell.com/resources/worksheets/read-an-answer/): Editable worksheet. Use permitted public or synthetic material. Entries stay in this page; export to keep a copy. Each field is limited to 2,000 characters.
- [The AI Visibility Absence Ladder | Broadcastwell](https://broadcastwell.com/absence-ladder): A research framework for diagnosing why B2B software companies are absent from AI-generated buyer answers, based on 616 classified absence cases.
- [Vantaa Tax AI visibility case study | Broadcastwell](https://broadcastwell.com/vantaa-tax-ai-visibility-case-study): Vantaa Tax: tracked AI visibility rose about 12% in 28 days across ten buyer questions and four AI engines. An early directional benchmark, not traffic or revenue.
- [Watch the method in action. | The Absence Manual](https://docs.broadcastwell.com/resources/demos/recordings/): Synthetic demonstrations recorded from the local functioning exercises. No client data, live AI measurement, real approval or real delivery is represented. Original silent video with visible captions,
- [Why does ChatGPT not mention us? | The Absence Manual](https://docs.broadcastwell.com/why-does-chatgpt-not-mention-us/): The four reasons an AI engine names someone else in your category: the sources it reads do not name you, your entity facts are thin or inconsistent, the engine cannot reach your site, or you are present on how-to questions and absent on shortlist questions.
- [Your brand was missing. What does that actually tell you? | The Absence Manual](https://docs.broadcastwell.com/resources/guides/missing-brand/): Evidence / BW-RESOURCE-02
- [Your brand was missing. What does that actually tell you? | The Absence Manual](https://docs.broadcastwell.com/resources/worksheets/missing-brand/): Editable worksheet. Use permitted public or synthetic material. Entries stay in this page; export to keep a copy. Each field is limited to 2,000 characters.

## Choose a GEO agency

- [AI Answer Agencies Compared, 2026 | Broadcastwell](https://broadcastwell.com/best-aeo-agencies): Compare agencies that work on AI answers. Check their published methods, entry offers, refund terms and named cases before buying.
- [Ahrefs Brand Radar Alternatives | Broadcastwell](https://broadcastwell.com/ahrefs-brand-radar-alternatives): Compare Ahrefs Brand Radar alternatives on prices, engine coverage, answer evidence and purchase routes, with dated source links.
- [AI Search Agencies for B2B Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-agencies-b2b-software): Choose an AI search agency for B2B software. Check the buyer questions, engine coverage, answer evidence, valid bases, delivery and terms.
- [AI Search Agencies for Midmarket Teams | Broadcastwell](https://broadcastwell.com/ai-search-visibility-agencies-mid-sized-companies): Choose an AI search agency for a midmarket software team. Check measurement scope, answer evidence, delivery, prices and terms.
- [AI Search Agencies for B2B Leads | Broadcastwell](https://broadcastwell.com/ai-seo-agencies-b2b-lead-generation): Compare AI search agencies for B2B teams using published methods, engine coverage, prices, refund terms and named software cases.
- [AI Visibility Audit Services Compared | Broadcastwell](https://broadcastwell.com/best-ai-visibility-audit-services): Compare AI visibility audit services by scope, engine coverage, repeat runs, answer evidence, delivery, prices and published refund terms.
- [AI Search Visibility Tools Compared | Broadcastwell](https://broadcastwell.com/best-ai-visibility-tools): Compare AI search visibility tools by engine coverage, repeat frequency, published prices and access to the answers behind each number.
- [AI Visibility Tools With MCP | Broadcastwell](https://broadcastwell.com/best-ai-visibility-tools-with-mcp): Compare AI visibility tools with MCP connectors and APIs: what each plan exposes, published prices, evidence access and trial routes.
- [AthenaHQ Alternatives Compared | Broadcastwell](https://broadcastwell.com/athenahq-alternatives): Compare AthenaHQ alternatives on published prices, engine coverage, answer evidence and purchase routes, with dated source links.
- [Broadcastwell vs OpenRush | Broadcastwell](https://broadcastwell.com/broadcastwell-vs-openrush): Compare OpenRush marketing data for agents with Broadcastwell AI answer evidence and fixes. Read the dated sources and publisher disclosure.
- [AI Answer Visibility Agencies | Broadcastwell](https://broadcastwell.com/chatgpt-perplexity-visibility-agencies): Compare agencies working on AI answer visibility using dated scope, method, price and case evidence. Earlier unsupported counts are withdrawn.
- [Compare AI Search Agencies Before Buying | Broadcastwell](https://broadcastwell.com/compare-ai-search-visibility-agencies-before-signing): Check an AI search agency contract before signing: scope, evidence, prices, refunds, the repeat measurement and what is never guaranteed.
- [Free AI Visibility Checkers Compared | Broadcastwell](https://broadcastwell.com/best-free-ai-visibility-checkers): Read what 11 free AI visibility checkers showed for one domain, what required an email and which evidence each result actually included.
- [AI Search Visibility Companies | Broadcastwell](https://broadcastwell.com/best-generative-engine-optimization-companies): Compare AI search visibility companies by published scope, method, prices and terms. Read source evidence before choosing a service.
- [AI Search Agencies Compared, 2026 | Broadcastwell](https://broadcastwell.com/best-geo-agencies): Compare AI search agencies on published scope, method, prices, purchase routes and refund terms. Alphabetical, with dated source links.
- [AI Search Agencies for Cybersecurity | Broadcastwell](https://broadcastwell.com/best-geo-agencies-for-cybersecurity): Compare AI search agencies for cybersecurity using named client evidence, published methods, prices and terms, with dated sources.
- [AI Search Agencies for Fintech | Broadcastwell](https://broadcastwell.com/best-geo-agencies-for-fintech): Compare AI search agencies for fintech using named client evidence, published methods, scope, prices and terms, with dated sources.
- [AI Search Agency Guarantees | Broadcastwell](https://broadcastwell.com/geo-agencies-with-guarantees): Check which AI search suppliers publish written guarantees, what their terms cover and what a buyer must verify before paying.
- [AI Search Agency RFP Questions | Broadcastwell](https://broadcastwell.com/geo-agency-rfp): Ask an AI search agency 25 concrete questions about scope, evidence, prices and terms. See which answers suppliers publish, with sources.
- [AI Search Agencies for Software Teams | Broadcastwell](https://broadcastwell.com/best-geo-agencies-for-startups): Compare AI search agencies for software teams by published entry offers, scope, evidence, purchase routes and terms, with dated sources.
- [AI Search Visibility and SEO Compared | Broadcastwell](https://broadcastwell.com/geo-vs-seo): Compare SEO rankings with being named or cited in AI answers. Read the evidence, definitions and limits before choosing what to measure.
- [Google AI Overviews Agencies | Broadcastwell](https://broadcastwell.com/best-google-ai-overviews-agencies): Compare agencies working on Google AI Overviews. Check published methods, question sets, entry prices, refund terms and named cases.
- [Hamster Garage vs Rampiq | Broadcastwell](https://broadcastwell.com/hamster-garage-vs-rampiq): Compare Hamster Garage and Rampiq using dated published scope, method, price and purchase evidence. No rank or unsupported outcome claim.
- [Choose an AI Search Visibility Agency | Broadcastwell](https://broadcastwell.com/how-to-choose-an-ai-search-visibility-agency): Choose an AI search visibility agency using six checks: engines, valid base, answer evidence, exclusions, measures and the written pass rule.
- [AI Search for Insurance Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-insurance-agency-management-software): See which insurance software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [SEO for AI Search Agencies Compared | Broadcastwell](https://broadcastwell.com/best-llm-seo-agencies): Compare SEO for AI search services on published scope, methods, prices, purchase routes and named cases. Read the dated evidence.
- [Minuttia Alternatives Compared | Broadcastwell](https://broadcastwell.com/minuttia-alternatives): Compare alternatives to Minuttia using dated public scope, method, price and purchase evidence. Read the source and measurement limits.
- [Omniscient Digital Alternatives | Broadcastwell](https://broadcastwell.com/omniscient-digital-alternatives): Compare alternatives to Omniscient Digital using dated public scope, method, price and purchase evidence. Read the measurement limits.
- [Zupo vs Omniscient Digital | Broadcastwell](https://broadcastwell.com/zupo-vs-omniscient-digital): Compare Zupo and Omniscient Digital using dated published scope, method, price and purchase evidence. Read the source and measurement limits.
- [Broadcastwell vs OtterlyAI | Broadcastwell](https://broadcastwell.com/broadcastwell-vs-otterly): Compare Broadcastwell and OtterlyAI on published scope, measurement, answer evidence, prices and refund terms. Publisher interest disclosed.
- [Broadcastwell vs Peec AI | Broadcastwell](https://broadcastwell.com/broadcastwell-vs-peec-ai): Compare Broadcastwell and Peec AI on published scope, measurement, answer evidence, prices and refund terms. Publisher interest disclosed.
- [Broadcastwell vs Profound | Broadcastwell](https://broadcastwell.com/broadcastwell-vs-profound): Compare Broadcastwell and Profound on published scope, measurement, answer evidence, prices and refund terms. Publisher interest disclosed.
- [Semrush AI Visibility Alternatives | Broadcastwell](https://broadcastwell.com/semrush-ai-visibility-alternatives): Compare Semrush AI visibility alternatives on published prices, engine coverage, answer evidence and purchase routes, with dated sources.
- [Study 7: The AI Written RFP | The Absence Manual](https://docs.broadcastwell.com/research/study7-ai-written-rfp/): 2,003 criteria from 2,093 September source answers across fourteen software categories, with exact evidence and dated page comparisons. Team review: in progress. DOI 10.5281/zenodo.23271935.
- [The AI Written RFP: Study 7 | Broadcastwell](https://broadcastwell.com/research/ai-written-rfp): 2,003 criteria from 2,093 September answers across 14 software categories, with exact evidence and dated page comparisons. Team review: in progress.
- [AI Search Agency Evidence Checklist | Broadcastwell](https://broadcastwell.com/geo-agency-scorecard): Use an evidence checklist to compare AI search agencies: scope, questions, methods, answer receipts, pricing, purchase and refund terms.
- [The sources cited in these answers about an insurance agency management system vendor](https://broadcastwell.com/research/source-maps/insurance-agency-management): Insurance agency management: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [AI Search Agency Pricing Compared | Broadcastwell](https://broadcastwell.com/geo-agency-pricing): Compare published AI search agency prices and what each offer includes. Read the dated scope, purchase routes and source evidence.
- [White Label GEO Partners, Compared 2026](https://broadcastwell.com/best-white-label-geo-partners): White label GEO and AEO partners for agencies, compared on published wholesale terms, named engines and machine readable results.
- [White-label AI visibility reporting for agencies](https://broadcastwell.com/white-label-ai-visibility-reporting-for-agencies): Monthly white-label tools or a finished report per client. Prices checked 25 Sep 2026. Broadcastwell's white-label Audit is $490 per report.
- [Agency Deadline Audit | Broadcastwell](https://broadcastwell.com/for-agencies): $490 per client report. Evidence, three prioritized fixes and one paste-ready change under the agency brand. Findings within 48 hours of recorded scope confirmation; refundable in full within 30 days.
- [AI Search Agency Lists, Audited | Broadcastwell](https://broadcastwell.com/best-geo-agencies-lists-audited): See how AI search agency lists handle ranking, publisher interests, source evidence and disclosure. Read the dated checks before choosing.

## What moves an AI answer

- [AI Search Visibility Team | Broadcastwell](https://broadcastwell.com/about): Meet the team behind Broadcastwell AI search visibility work. Read our evidence standards, named delivery lead and published research.
- [AI Automation Engineer, Careers at Broadcastwell](https://broadcastwell.com/careers/ai-automation-engineer): Open role at Broadcastwell: AI Automation Engineer. Remote, United States, $110k to $150k. Keep measurement runs, receipts and scoring reliable.
- [AI Search Visibility Questions | Broadcastwell](https://broadcastwell.com/faq): Questions about Answer Repair and Agency Deadline Audit: scope, delivery, refunds and evidence.
- [AI Solutions Architect, Careers at Broadcastwell](https://broadcastwell.com/careers/ai-solutions-architect): Open role at Broadcastwell: AI Solutions Architect. Remote, United States, $140k to $190k. Own the reliability of published AI search measurement.
- [API, webhooks and the MCP connector | Broadcastwell](https://broadcastwell.com/developers): A read only API with an OpenAPI 3.1 description, signed webhooks that also deliver to Slack and Teams, and a connector for Claude and ChatGPT with fifteen read only tools. A public demo key opens a fictional sample.
- [Appendix A. The ten-question buyer bank | The Absence Manual](https://docs.broadcastwell.com/question-bank/): The question shapes used across the three State of GEO volumes, the coverage requirement each category had to meet, the realised shape mix, and the rules that make a bank fixed, published and checkable.
- [Appendix C. Scoring and matching specification | The Absence Manual](https://docs.broadcastwell.com/scoring-spec/): The two-layer extraction design, the text normalisation applied before matching, the word-boundary and case-sensitivity rules for brand names, hostname-level domain matching, the citation classification scheme and the completeness rules, as published in Volume III.
- [Appendix E. References and research provenance | The Absence Manual](https://docs.broadcastwell.com/references/): The three source volumes with their version DOIs, the external work cited across the manual with publishers and identifiers, the open flags carried in the repository, and links to the complete dated research record.
- [Broadcastwell Launchpad | Learn, Refer and Paid Work](https://broadcastwell.com/launchpad): Learn AI search visibility for free, explore independent referral terms, or view paid roles. Three separate routes, with no hiring priority or income promise.
- [Broadcastwell Launchpad | The Absence Manual](https://docs.broadcastwell.com/launchpad/): Free evidence learning, independent referrals and a separate paid-work route.
- [Broadcastwell Partner Network | Referral & Strategic Partnerships](https://broadcastwell.com/partners): Apply to the Broadcastwell Partner Network. Earn commissions on eligible collected revenue from referred B2B software clients, subject to approval.
- [Build a comparison page a buyer can trust | The Absence Manual](https://docs.broadcastwell.com/resources/guides/comparison-page/): Implementation / BW-RESOURCE-04
- [Build a comparison page a buyer can trust | The Absence Manual](https://docs.broadcastwell.com/resources/worksheets/comparison-page/): Editable worksheet. Use permitted public or synthetic material. Entries stay in this page; export to keep a copy. Each field is limited to 2,000 characters.
- [Buyer-question selection | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/question-selection/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [Careers at Broadcastwell | Paid roles in the US and India](https://broadcastwell.com/careers): Explore paid Broadcastwell roles in the United States and India, with published pay, scope and eligibility. Learning, referrals and Exchange activity give no hiring priority.
- [Chapter 0. Selection, not ranking | The Absence Manual](https://docs.broadcastwell.com/selection-not-ranking/): An AI answer is assembled by selecting a handful of vendors from a candidate set, not by ordering every vendor in a category. Volume I measured an average of 2.05 vendors named per answer. That single number breaks the ranking model, and with it the metrics and remedies built on top of it.
- [Chapter 11. How long this actually takes | The Absence Manual](https://docs.broadcastwell.com/how-long-it-takes/): None of the three volumes measures elapsed time to effect. Every timeline claim in this chapter is inference or external report, labelled as such. What the measured data does constrain is how quickly a change could be detected at all, and that turns out to be the binding limit.
- [Chapter 8. What a valid measurement requires | The Absence Manual](https://docs.broadcastwell.com/valid-measurement/): Six requirements a visibility measurement has to meet before its number means anything: a fixed and published question bank, repeat runs, a named engine set, a deterministic scoring rule, stated denominators, and disclosed exclusions. Plus the failure modes that void a number entirely.
- [Chapter 9. Getting named at the category door | The Absence Manual](https://docs.broadcastwell.com/category-door/): Companies named in zero of ten answers lost category-level questions 55.3% of the time. The first gate is membership, not preference. This chapter sets out what has to be true of the evidence about a company before an engine will assemble it into a candidate set.
- [Check Whether AI Names Your Company | Broadcastwell](https://broadcastwell.com/cheapest-way-to-check-if-ai-names-my-company): Compare the Free 10-question check (one engine), published Absence Index evidence, monitoring, Answer Repair and Agency Deadline Audit for agencies.
- [Commercial review | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/commercial-review/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [AI Search Visibility Company Facts | Broadcastwell](https://broadcastwell.com/company-facts): Verify Broadcastwell LLC, our team, delivery lead, AI search visibility offer, published method and current facts, with links to the original sources.
- [Comparable-recheck interpretation | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/recheck-review/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [Connect published work to a fair recheck | The Absence Manual](https://docs.broadcastwell.com/resources/guides/fair-recheck/): Measurement / BW-RESOURCE-06
- [Connect published work to a fair recheck | The Absence Manual](https://docs.broadcastwell.com/resources/worksheets/fair-recheck/): Editable worksheet. Use permitted public or synthetic material. Entries stay in this page; export to keep a copy. Each field is limited to 2,000 characters.
- [Contact Broadcastwell](https://broadcastwell.com/contact): Contact Broadcastwell about AI search visibility. Use the contact form, email hello@broadcastwell.com or call (812) 345-7272. Based in Bloomington, Indiana.
- [Cookie Notice | Broadcastwell](https://broadcastwell.com/cookies): Broadcastwell LLC's cookie notice: functional storage, form submissions, analytics and browser controls.
- [Eight workflow playbooks | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/): Original read-and-draft task cards with synthetic passing and failure examples. These rules check supplied fields; they cannot establish that a source is true or that a real owner has approved work.
- [Engagement Manager, Client Delivery, Broadcastwell](https://broadcastwell.com/careers/engagement-manager-client-delivery): Open role at Broadcastwell: Engagement Manager, Client Delivery. Remote, United States, $100k to $125k. Own every paid order to delivery.
- [Free AI Search Visibility Tools | Broadcastwell](https://broadcastwell.com/free-tools): Check AI visibility, inspect a public record, generate llms.txt and explore the evidence. No email gate.
- [Full Stack Product Engineer, Careers at Broadcastwell](https://broadcastwell.com/careers/full-stack-product-engineer): Open role at Broadcastwell: Full Stack Product Engineer, TypeScript and React. Remote, United States, $135k to $165k. Own app.broadcastwell.com.
- [Does AI Name Your Software? | Broadcastwell](https://broadcastwell.com/): See which software AI search names in your category, who is named instead and why. $490; findings within 48 hours of category confirmation.
- [GEO Hub: Questions, Buyer Guides and Research | Broadcastwell](https://broadcastwell.com/insights): Explore clear answers to 205 GEO and AI search visibility questions, seven learning paths, agency evidence checks and original research.
- [AI Search Visibility Program | Broadcastwell](https://broadcastwell.com/generative-engine-optimization-services): Read the AI search visibility program scope, delivery, fixed buyer questions, evidence, prices and the published day-90 measurement gate.
- [Growth and Partnerships Fellow | Paid, India | Broadcastwell](https://broadcastwell.com/careers/growth-and-partnerships-fellow): Paid Growth and Partnerships Fellow role, remote in India. INR 25,000 gross per month, 20 hours per week for 12 weeks. Hiring starts only after legal and employer readiness checks.
- [Half its own shortlist | The Absence Manual](https://docs.broadcastwell.com/posts/half-its-own-shortlist/): Across 62 and 74 repeat pairs on a 25-question subsample, Google AI Overviews agreed with its own vendor shortlist at 0.499 and Claude at 0.442 when asked the identical question again. Every single-run visibility score carries that variance and cannot show it.
- [Keep product facts consistent without inventing certainty | The Absence Manual](https://docs.broadcastwell.com/resources/guides/product-facts/): Governance / BW-RESOURCE-05
- [Keep product facts consistent without inventing certainty | The Absence Manual](https://docs.broadcastwell.com/resources/worksheets/product-facts/): Editable worksheet. Use permitted public or synthetic material. Entries stay in this page; export to keep a copy. Each field is limited to 2,000 characters.
- [Management Consultant, B2B SaaS Growth, Broadcastwell](https://broadcastwell.com/careers/management-consultant-b2b-saas-growth): Open role at Broadcastwell: Management Consultant, B2B SaaS Growth. Remote, United States, $90k to $130k. Turn findings into client strategy.
- [Marketing and Content Intern | Paid, India | Broadcastwell](https://broadcastwell.com/careers/marketing-and-content-intern): Paid Marketing and Content Intern role, remote in India. INR 25,000 gross per month, 20 hours per week for 12 weeks. Hiring starts only after legal and employer readiness checks.
- [AI Search Visibility Method, v1.1 | Broadcastwell](https://broadcastwell.com/methodology): Read method v1.1 for AI search visibility: fixed buyer questions, five engines, repeated runs, separate counts, valid answers and disclosed exclusions.
- [Privacy Notice | Broadcastwell](https://broadcastwell.com/privacy): Broadcastwell LLC privacy notice: information collection, retention, analytics, service providers, and how to make a privacy request.
- [Product-fact verification | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/fact-verification/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [AI Search Visibility: Public Fix | Broadcastwell](https://broadcastwell.com/public-fix): See our own AI search visibility record, dated answer receipts and public fixes. Read the baseline, exclusions and published day-30 measurement rules.
- [Read a receipt | The Absence Manual](https://docs.broadcastwell.com/resources/demos/receipt/): Captioned guided demonstration / synthetic
- [Receipt review | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/receipt-review/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [Same score, different problem | The Absence Manual](https://docs.broadcastwell.com/posts/same-score-different-problem/): Across 616 absence records from 85 B2B software companies, companies named in zero of ten AI answers lose category-level questions 55.3% of the time, while companies named in seven or more lose head-to-head comparisons 68.8% of the time. A single visibility percentage cannot tell you which you are.
- [Sitemap | Broadcastwell](https://broadcastwell.com/sitemap): Find our buyer pages, prices, public proof, agency comparisons, research and company facts. Every existing destination remains available.
- [Software Engineering Intern (TypeScript) | Paid, India | Broadcastwell](https://broadcastwell.com/careers/software-engineering-intern): Paid Software Engineering Intern (TypeScript) role, remote in India. INR 30,000 gross per month, 20 hours per week for 12 weeks. Hiring starts only after legal and employer readiness checks.
- [Source-correction review | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/source-correction/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [Sources and editorial provenance | The Absence Manual](https://docs.broadcastwell.com/resources/provenance/sources/): Version bw-content-2026-09-24-v1
- [Technical-change briefing | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/technical-change/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [The Absence Index | Broadcastwell](https://broadcastwell.com/absence-index): A public record of which vendors AI answers named, with dated counts, bases, intervals, source receipts and free claims and disputes.
- [The Absence Manual](https://docs.broadcastwell.com/): A free, ungated technical manual on measuring and fixing AI search visibility, built entirely from three published open datasets with DOIs. One chapter per URL. No form, no login, no paywall.
- [The Absence Report | Broadcastwell](https://broadcastwell.com/insights#newsletter): The monthly letter of the Absence Index: published observations, a category story and methods for B2B software teams.
- [The account: receipts, history and proof | Broadcastwell](https://broadcastwell.com/platform): What arrives in the account: the observed answer and the cited URLs under every count, history with intervals, who was named instead, the source queue, controlled comparison details, battlecards, alerts and share links.
- [The three measured rates | The Absence Manual](https://docs.broadcastwell.com/resources/three-rates/): How a Category Audit reports named answers, source citations and share of voice separately, with exclusions and classification limits.
- [Turn a finding into a work order | The Absence Manual](https://docs.broadcastwell.com/resources/demos/work-order/): Captioned guided demonstration / synthetic
- [Turn evidence into useful next work. | The Absence Manual](https://docs.broadcastwell.com/resources/): Six practical guides, editable worksheets and honest synthetic examples for reviewing AI-answer evidence and planning buyer-facing improvements.
- [Vendor Facts File v1 | The Absence Manual](https://docs.broadcastwell.com/vendor-facts/): An open JSON schema for vendor facts, with a complete fictional example, validation instructions and CC BY 4.0 reuse. A facts file is not a ranking signal.
- [What 2,095 AI answers say about who gets named for B2B software](https://broadcastwell.com/insights/2095-ai-answers): What dated AI answers show about software shortlists, factual accuracy and buying requirements, with sources, denominators and review limits.

## Buying and procurement

- [Buy AI Search Work Without a Call | Broadcastwell](https://broadcastwell.com/buy-geo-without-a-sales-call): Find AI search visibility offers that publish a route to buy without a call. Compare what arrives, timing, prices and refund terms.
- [Category Audit , executive delivery template | The Absence Manual](https://docs.broadcastwell.com/resources/audit/executive-template/): Classification: Template only; incomplete fields block client delivery. Version: bw-content-2026-09-24-v1.
- [Chapter 12. How to buy GEO without getting sold a number | The Absence Manual](https://docs.broadcastwell.com/how-to-buy-geo/): Twelve questions to put to any supplier of AI search visibility work, what a defensible deliverable contains, how to read a proposal, and the conditions under which the right decision is to hire nobody and do the diagnostic yourself.
- [Choose ten buyer questions worth investigating | The Absence Manual](https://docs.broadcastwell.com/resources/guides/buyer-questions/): Planning / BW-RESOURCE-03
- [Choose ten buyer questions worth investigating | The Absence Manual](https://docs.broadcastwell.com/resources/worksheets/buyer-questions/): Editable worksheet. Use permitted public or synthetic material. Entries stay in this page; export to keep a copy. Each field is limited to 2,000 characters.
- [Comparison page , reusable implementation brief | The Absence Manual](https://docs.broadcastwell.com/resources/briefs/comparison/): Version bw-content-2026-09-24-v1. Template plus synthetic draft; not a client asset or new inclusion.
- [Comparison-page briefing | The Absence Manual](https://docs.broadcastwell.com/resources/playbooks/comparison-brief/): Version: bw-content-2026-09-24-v1. Original task card. Rules evaluate bounded supplied fixture fields; they do not verify the truth of arbitrary pasted sources or replace independent source review. Ac
- [Fix Sprint | Broadcastwell](https://broadcastwell.com/fix-sprint): Six contracted pages or rewrites over 30 days, $3,900, or $3,410 after the $490 entry is credited once. Measured gain on the agreed test, or the full $3,900 back.
- [For marketing leaders: what AI search is doing to your category | The Absence Manual](https://docs.broadcastwell.com/for-buyers/): A short, plain-language account of how AI answers pick which vendors to name, why most companies are missing from them, why the number your agency shows you may not mean what you think, and what to do next.
- [Inspect the matched receipts. | The Absence Manual](https://docs.broadcastwell.com/resources/audit/recheck-receipts/): Authored synthetic example. No live engine, client outcome or real release is represented. October 1, 2026 is a fictional scenario date, not an event that has occurred.
- [Integration explanation , reusable implementation brief | The Absence Manual](https://docs.broadcastwell.com/resources/briefs/integration/): Version bw-content-2026-09-24-v1. Template plus synthetic draft; not a client asset or new inclusion.
- [Limitations and pricing explanation , reusable implementation brief | The Absence Manual](https://docs.broadcastwell.com/resources/briefs/limitations-pricing/): Version bw-content-2026-09-24-v1. Template plus synthetic draft; not a client asset or new inclusion.
- [Migration planning page , reusable implementation brief | The Absence Manual](https://docs.broadcastwell.com/resources/briefs/migration/): Version bw-content-2026-09-24-v1. Template plus synthetic draft; not a client asset or new inclusion.
- [Answer Operations pricing | Broadcastwell](https://broadcastwell.com/pricing): Answer Repair and Agency Deadline Audit, $490. Compare the Fix Sprint, Care, Program and page-build scopes with their delivery and refund terms.
- [Procurement pack | Broadcastwell](https://broadcastwell.com/procurement): Subprocessors, DPA template, security questionnaire (no SOC 2), retention and deletion, method v1.1 and sample receipts. One PDF, no form.
- [Procurement summary , reusable implementation brief | The Absence Manual](https://docs.broadcastwell.com/resources/briefs/procurement/): Version bw-content-2026-09-24-v1. Template plus synthetic draft; not a client asset or new inclusion.
- [Security and Data Handling | Broadcastwell](https://broadcastwell.com/security): How Broadcastwell handles client information, AI-search measurement inputs, access, retention, deletion requests, subprocessors, and security incidents.
- [Six reusable asset briefs | The Absence Manual](https://docs.broadcastwell.com/resources/briefs/): Formats for selecting useful work within the existing purchased allowance. Six templates do not promise six extra pages.
- [Synthetic Category Audit , Northstar Lab | The Absence Manual](https://docs.broadcastwell.com/resources/audit/sample/): Synthetic learning example , not a client result or live AI measurement. Prepared 2026-09-24; version bw-content-2026-09-24-v1. No client, live engine, payment or delivered engagement is represented.
- [Terms | Broadcastwell](https://broadcastwell.com/terms): Terms for Broadcastwell offers, including delivery, refunds and service limits.
- [Use-case page , reusable implementation brief | The Absence Manual](https://docs.broadcastwell.com/resources/briefs/use-case/): Version bw-content-2026-09-24-v1. Template plus synthetic draft; not a client asset or new inclusion.
- [Valren Atelier AI Visibility Audit | Broadcastwell](https://broadcastwell.com/valren-ai-visibility-audit): How Broadcastwell worked with Valren Atelier to establish a baseline for AI search visibility: what was measured, what the work covered, and what stays private.
- [AI Visibility Audit Cost and Scope | Broadcastwell](https://broadcastwell.com/what-does-an-ai-visibility-audit-cost): Compare AI visibility audit prices with the questions, engines, repeated runs, evidence and delivery included. Read the $490 Audit scope.
- [Who Can Check AI Answers About Us? | Broadcastwell](https://broadcastwell.com/who-can-audit-how-ai-describes-my-software-company): Compare checking AI answers yourself, using a tool or hiring a team. Read what each approach shows, its scope and the evidence to request.

## By industry and role

- [AI Search Visibility for Operations | Broadcastwell](https://broadcastwell.com/ai-search-visibility-for-operations-leaders): Run AI search visibility work with a defined scope, delivery owners, evidence and review dates. Read what an operations leader receives.
- [AI Search for Construction Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-construction-project-management-software): See which construction software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Dealership Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-dealership-software): See which dealership software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Dental Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-dental-practice-software): See which dental software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Field Service Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-field-service-software): See which field service software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Healthcare RCM Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-healthcare-rcm-software): See which healthcare RCM software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Hotel Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-hotel-property-management-software): See which hotel software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Legal Practice Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-legal-practice-software): See which legal practice software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Loan Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-loan-origination-software): See which loan software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Radiology Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-radiology-imaging-software): See which radiology software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Property Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-residential-property-management-software): See which property software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Transportation Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-transportation-management-software): See which transportation software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.
- [AI Search for Veterinary Software | Broadcastwell](https://broadcastwell.com/ai-search-visibility-veterinary-practice-software): See which veterinary software AI answers name, the cited sources and dated counts. Read the questions, valid bases and method.

## Research and data

- [AI Search Engine Divergence, Measured | Broadcastwell](https://broadcastwell.com/engine-divergence): A study of 280 B2B buyer questions on ChatGPT, Claude, Perplexity and Google AI Overviews, showing when vendor sets diverge and why answer length must be controlled.
- [AI Search Research Fellow | Paid, India | Broadcastwell](https://broadcastwell.com/careers/ai-search-research-fellow): Paid AI Search Research Fellow role, remote in India. INR 25,000 gross per month, 20 hours per week for 12 weeks. Hiring starts only after legal and employer readiness checks.
- [Broadcastwell data and citations](https://broadcastwell.com/data): Public datasets, methods, licenses and citation links for Broadcastwell research.
- [Broadcastwell Research](https://broadcastwell.com/research): Open studies of AI shortlists, market prices and repeat variation, with data and stated limits.
- [Chapter 1. One in three vendors is never named | The Absence Manual](https://docs.broadcastwell.com/named-zero-times/): Across 860 scored AI answers covering 85 B2B software companies, 35% of companies were named in zero answers for their own category while the median category leader appeared in 80% of its category's answers. This is what the distribution of AI visibility actually looks like.
- [Chapter 3. Cited is not recommended | The Absence Manual](https://docs.broadcastwell.com/cited-not-recommended/): Naming and citation correlate only loosely, at Pearson r = 0.512. 29.4% of companies were cited more often than they were named, and nine were cited as a source while never being named at all. A visibility score that collapses the two cannot see the difference.
- [Chapter 4. Who the engines actually cite | The Absence Manual](https://docs.broadcastwell.com/who-gets-cited/): Among the 100 most-cited domains in Volume I, 77.4% of citations resolved to vendor-authored content. Community sources accounted for 0.0% of all 5,160 citations. The top 10 domains held only 12%, and 56% of cited domains appeared exactly once.
- [Chapter 5. One engine is not four | The Absence Manual](https://docs.broadcastwell.com/engine-divergence/): Across 280 buyer questions put to four AI search engines, mean pairwise vendor-set overlap was 0.313 over 590 pair observations, and 14 of 32 measured companies were visible on some engines and invisible on others. A single-engine score measures one engine.
- [Chapter 6. Your Score Is Noisier Than Your Vendor Admits | The Absence Manual](https://docs.broadcastwell.com/measurement-noise/): Asked the identical question three times, Google AI Overviews agreed with its own shortlist at 0.499 and Claude at 0.442 across 62 and 74 repeat pairs. Any cross-engine divergence headline that is not read against that noise floor is uninterpretable.
- [Evidence and Structured Data Specialist, Broadcastwell](https://broadcastwell.com/careers#evidence-and-structured-data-specialist): Evidence and Structured Data Specialist at Broadcastwell. Not hiring for this role right now; applications stay on file for twelve months.
- [GEO and AI Search Visibility Statistics 2026, from Open Datasets](https://broadcastwell.com/geo-statistics): GEO statistics from July 2026 research: 860 scored AI answers across 85 B2B software companies and 61 categories, with dated sources and stated limits.
- [Head to Head: who the engines pick when a buyer asks A or B. October 2026.](https://broadcastwell.com/research/head-to-head): 75 of 359 scored head to head answers named a single winner when a buyer asked "A or B"; all five engines picked the same winner on 1 of 24 questions. From the September 2026 Absence Index deposit.
- [Research Analyst, AI Answer Measurement, Broadcastwell](https://broadcastwell.com/careers/research-analyst-ai-answer-measurement): Open role at Broadcastwell: Research Analyst, AI Answer Measurement. Remote, United States, $80k to $105k. Own the Absence Index releases.
- [Run-to-run noise: what one AI answer tells you and what three do](https://broadcastwell.com/research/run-to-run-noise): 22.2% of single-run vendor namings were not repeated by both other runs: 140 buyer questions, five engines, three runs each, 22 to 23 Sep 2026.
- [Study 6: Wrong About You | The Absence Manual](https://docs.broadcastwell.com/research/study6-wrong-about-you/): What five AI engines state about 70 software vendors, classed against the vendors' own pages. Absence Index release 2026-09 answers, DOI 10.5281/zenodo.23270124.
- [The 2026 State of GEO, Broadcastwell Research](https://broadcastwell.com/state-of-geo): Original research: 860 AI answers across 85 B2B software companies and 61 categories. One engine snapshot of naming and citation, with open data.
- [The Agent Gap: 70 vendors, 3 tasks, one agent | Broadcastwell](https://broadcastwell.com/research/agent-gap): Can an AI buying agent find, price and reach B2B software? October 2026: 70 vendors, three tasks, ChatGPT Work with Cloud browser. Results, evidence, uncertainty and limits.
- [The Shortlist Gap: who AI engines name when buyers ask, and who they never name](https://broadcastwell.com/research/shortlist-gap): 46 of 286 software vendors (16.1%) were never named in 2,095 AI answers to 140 buyer questions on five engines, three runs each, 22 to 23 Sep 2026.
- [The sources cited in these answers](https://broadcastwell.com/research/source-maps): The pages five AI engines cited most when buyers asked about 14 software categories in September 2026, and which Index vendors each page lists.
- [The sources cited in these answers about a construction project management vendor](https://broadcastwell.com/research/source-maps/construction-project-management): Construction project management: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a CRM vendor](https://broadcastwell.com/research/source-maps/crm): CRM: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a dealership management system vendor](https://broadcastwell.com/research/source-maps/dealership-management-systems): Dealership management systems: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a dental practice management vendor](https://broadcastwell.com/research/source-maps/dental-practice-management): Dental practice management: the 20 pages cited most across 149 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a field service management vendor](https://broadcastwell.com/research/source-maps/field-service-management): Field service management: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a hotel property management vendor](https://broadcastwell.com/research/source-maps/hotel-property-management): Hotel property management: the 20 pages cited most across 149 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a legal practice management vendor](https://broadcastwell.com/research/source-maps/legal-practice-management): Legal practice management: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a loan origination and lending vendor](https://broadcastwell.com/research/source-maps/loan-origination-software): Loan origination and lending: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a project management vendor](https://broadcastwell.com/research/source-maps/project-management): Project management: the 20 pages cited most across 150 AI answers recorded on 22 and 23 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a radiology and medical imaging vendor](https://broadcastwell.com/research/source-maps/radiology-medical-imaging): Radiology and medical imaging: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a residential property management vendor](https://broadcastwell.com/research/source-maps/residential-property-management): Residential property management: the 20 pages cited most across 148 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a transportation management system vendor](https://broadcastwell.com/research/source-maps/transportation-management-systems): Transportation management systems: the 20 pages cited most across 150 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [The sources cited in these answers about a veterinary practice management vendor](https://broadcastwell.com/research/source-maps/veterinary-practice-management): Veterinary practice management: the 20 pages cited most across 149 AI answers recorded on 22 September 2026, and the Index vendors each one lists.
- [What AI search visibility costs in 2026](https://broadcastwell.com/research/what-ai-search-visibility-costs): Research into 123 AI search visibility sellers, collected 25 September 2026. Read pricing disclosure methods, scope and sources.
- [Wrong About You: Study 6 | Broadcastwell](https://broadcastwell.com/research/wrong-about-you): 118 provisionally flagged statements about 70 software vendors: 113 wrong and 5 stale. Published sources, data and method. Team review is in progress.


## Buyer pages, reviewed 26 October 2026

Buyer answers, built and maintained on your site. Delivery lead: Priya Nair, Management Consultant.

The Agency Deadline Audit asks ten buyer questions on ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode, three scheduled runs each: 150 planned answers. Valid answers and exclusions are separate. Every figure comes from the published method, v1.1: https://broadcastwell.com/methodology


Absence Index, release 2026-09: 286 software vendors across 14 categories. DOI 10.5281/zenodo.22907695: https://doi.org/10.5281/zenodo.22907695
State of GEO Volume III, DOI 10.5281/zenodo.21789120: https://doi.org/10.5281/zenodo.21789120

- [Answer Repair | Broadcastwell](https://broadcastwell.com/answer-repair): One buyer question, one completed page or fix, $490. Live or Handoff. Due 48 elapsed hours after Ready, with the published full-refund terms.

## Answers

- [AI visibility answers](https://docs.broadcastwell.com/answers/): 300 answers use dated Broadcastwell data to explain AI shortlists, citations, measurement, buying and source corrections.
- [GEO basics answers](https://docs.broadcastwell.com/answers/geo-basics/): Definitions, question sets and the difference between being cited and being chosen.
- [ChatGPT answers](https://docs.broadcastwell.com/answers/chatgpt/): Dated software naming counts, category shortlists and the limits of a mention.
- [Claude answers](https://docs.broadcastwell.com/answers/claude/): Software category observations from Claude, with the questions and answer bases attached.
- [Perplexity answers](https://docs.broadcastwell.com/answers/perplexity/): Software names observed in Perplexity answers, read beside the category records.
- [Google AI answers](https://docs.broadcastwell.com/answers/google-ai/): AI Overviews, AI Mode, their different answers and the bases needed to compare them.
- [Measurement answers](https://docs.broadcastwell.com/answers/measurement/): Counts, citations, repeat runs and the evidence needed to compare reports.
- [Buying GEO answers](https://docs.broadcastwell.com/answers/buying/): Scope, acceptance evidence and questions to ask before agreeing to work.
- [Industries answers](https://docs.broadcastwell.com/answers/industries/): Absences and cited sources in each of the fourteen measured software categories.
- [Fixes answers](https://docs.broadcastwell.com/answers/fixes/): Source facts, readable pages and changes that can be checked after publication.
- [Changes answers](https://docs.broadcastwell.com/answers/changes/): Dated facts, uncertain incidents and the distinction between a plan and a completed change.
- [Agents answers](https://docs.broadcastwell.com/answers/agents/): What assistants found, understood and reached on public software websites.
- [What is a good AI visibility score?](https://docs.broadcastwell.com/answers/measurement/what-is-a-good-ai-visibility-score/): No universal score is established: Dentrix was named in 120 of 149 dental answers; AscendTMS in 64 of 150 transportation answers.
- [How do we compare citation metrics when changing AI tools?](https://docs.broadcastwell.com/answers/measurement/how-do-we-compare-citation-metrics-when-changing-ai-tools/): Match definitions before rates: Housecall Pro was named in 108 of 150 answers and its own domain cited in 43 of 150.
- [Should I buy AI visibility monitoring or a completed page fix?](https://docs.broadcastwell.com/answers/buying/should-i-buy-ai-visibility-monitoring-or-a-completed-page-fix/): Buy observation or a defined change: a dated Procore page had 20 stated, 44 unstated and 28 unknown criteria.
- [What belongs in a white-label GEO delivery scope?](https://docs.broadcastwell.com/answers/buying/what-belongs-in-a-white-label-geo-delivery-scope/): Name the research, approval and implementation work: Study 7 extracted 2,003 criteria from 2,093 eligible answers.
- [How can I check whether a GEO tool covers the engines I need?](https://docs.broadcastwell.com/answers/buying/how-can-i-check-whether-a-geo-tool-covers-the-engines-i-need/): Ask for separate engine receipts: Procore was named in 0/3 AI Overviews answers and 3/3 AI Mode answers on one question.
- [How should I check a reported vulnerability's product impact?](https://docs.broadcastwell.com/answers/changes/how-should-i-check-a-reported-vulnerability-s-product-impact/): Verify the product and version against a dated primary advisory; 23 of 148 PHP2Shell study answers were potentially misleading.
- [What should a vendor say while an incident is uncertain?](https://docs.broadcastwell.com/answers/changes/what-should-a-vendor-say-while-an-incident-is-uncertain/): State confirmed facts and unresolved scope separately; Wrong About You labelled 880 of 2,922 statements unverifiable.
- [What does AI visibility mean?](https://docs.broadcastwell.com/answers/geo-basics/what-does-ai-visibility-mean/): AI visibility needs a defined event: Housecall Pro was named in 108 of 150 answers, while 43 also cited its domain.
- [What evidence should I keep when an AI visibility engagement ends?](https://docs.broadcastwell.com/answers/buying/what-evidence-should-i-keep-when-an-ai-visibility-engagement-ends/): Keep answers, definitions and source receipts: HubSpot CRM was named in 113/150 answers and its domain cited in 34/150.
- [How does an AI connector differ from browsing a website?](https://docs.broadcastwell.com/answers/agents/how-does-an-ai-connector-differ-from-browsing-a-website/): Browsing and connectors expose different routes: the Agent Gap study found pages in 210 tasks and reached 163 handoffs.
- [What should I ask a GEO provider about MCP or API access?](https://docs.broadcastwell.com/answers/buying/what-should-i-ask-a-geo-provider-about-mcp-or-api-access/): Ask what data and actions access permits; Agent Gap found 210 destinations but reached a handoff in 163 task sessions.
- [How can an AI incident answer mislead without an explicit false claim?](https://docs.broadcastwell.com/answers/changes/how-can-an-ai-incident-answer-mislead-without-an-explicit-false-claim/): Missing conditions can mislead: 23 of 148 PHP2Shell answers captured on 23 October 2026 were potentially misleading.
- [How should we preserve conflicting AI incident answers?](https://docs.broadcastwell.com/answers/changes/how-should-we-preserve-conflicting-ai-incident-answers/): Keep the full dated records: PHP2Shell retained 148 eligible answers from 150 planned observations, with two exclusions.
- [What should a client AI visibility report contain?](https://docs.broadcastwell.com/answers/measurement/what-should-a-client-ai-visibility-report-contain/): A client report needs event, base, date and receipt: Housecall Pro was named in 108 of 150 answers; 43 cited its domain.
- [How should I evaluate a GEO case study?](https://docs.broadcastwell.com/answers/buying/how-should-i-evaluate-a-geo-case-study/): Ask for the claim and evidence state: Wrong About You separated 118 wrong or stale statements from 880 unverifiable ones.
- [What should an AI information page say about our company?](https://docs.broadcastwell.com/answers/fixes/what-should-an-ai-information-page-say-about-our-company/): Publish dated, sourced company facts: Wrong About You found 113 wrong and five stale statements among 2,922 statements.
- [How should I compare GEO quotes with different question sets?](https://docs.broadcastwell.com/answers/buying/how-should-i-compare-geo-quotes-with-different-question-sets/): Compare the question populations before quotes: workflow fit appeared in 17/149 construction answers in Study 7.
- [Should I compare GEO prices per prompt or per valid answer?](https://docs.broadcastwell.com/answers/buying/should-i-compare-geo-prices-per-prompt-or-per-valid-answer/): Compare defined units: Dentrix had 150 planned answers but 149 valid answers, with 120 naming observations.
- [What evidence can connect AI visibility with pipeline?](https://docs.broadcastwell.com/answers/measurement/what-evidence-can-connect-ai-visibility-with-pipeline/): Pipeline needs separate business records: Housecall Pro was named in 108 of 150 answers; the count does not establish visits or sales.
- [How should an agency report AI visibility for multiple clients?](https://docs.broadcastwell.com/answers/buying/how-should-an-agency-report-ai-visibility-for-multiple-clients/): Separate client populations: Dentrix had 120/149 naming observations; Housecall Pro had 108/150 in another category.
- [Can a GEO agency guarantee AI recommendations?](https://docs.broadcastwell.com/answers/buying/can-a-geo-agency-guarantee-ai-recommendations/): Separate promised work from future answers: Housecall Pro was named in 108/150 dated answers, not a guaranteed outcome.
- [How should a comparison page handle unknown product features?](https://docs.broadcastwell.com/answers/fixes/how-should-a-comparison-page-handle-unknown-product-features/): Keep unknown separate from absent: Procore's dated page comparison had 20 stated, 44 unstated and 28 unknown criteria.
- [What evidence should an AI factual-accuracy alert include?](https://docs.broadcastwell.com/answers/buying/what-evidence-should-an-ai-factual-accuracy-alert-include/): An alert needs a dated claim, source and evidence state: Wrong About You classified 113 wrong, five stale and 880 unverifiable.
- [How should a vendor correct outdated facts after a public change?](https://docs.broadcastwell.com/answers/changes/how-should-a-vendor-correct-outdated-facts-after-a-public-change/): Date the old and new facts: Wrong About You labelled five statements stale; a later source does not erase their history.
- [How should I request an AI fact correction with a source receipt?](https://docs.broadcastwell.com/answers/fixes/how-should-i-request-an-ai-fact-correction-with-a-source-receipt/): Send the disputed claim and dated source: Wrong About You separated 113 wrong, five stale and 880 unverifiable statements.
- [How should I verify a fixed version quoted by an AI answer?](https://docs.broadcastwell.com/answers/changes/how-should-i-verify-a-fixed-version-quoted-by-an-ai-answer/): Check the product, release line and dated primary source: two of 148 PHP2Shell study answers quoted a wrong fixed version.
- [How should we date an AI-facing incident statement?](https://docs.broadcastwell.com/answers/changes/how-should-we-date-an-ai-facing-incident-statement/): Keep event, source, capture and review dates separate: PHP2Shell's 148 eligible answers were captured on 23 October 2026.
- [How should we distinguish planned fixes from completed fixes?](https://docs.broadcastwell.com/answers/changes/how-should-we-distinguish-planned-fixes-from-completed-fixes/): Use the state supported by the source: two of 148 PHP2Shell answers gave wrong fixed versions; an announcement is not completion.
- [How should a page distinguish native features from integrations?](https://docs.broadcastwell.com/answers/fixes/how-should-a-page-distinguish-native-features-from-integrations/): Name where the feature lives: Procore's dated page comparison left 28 of 92 criteria unknown, without proving integration gaps.
- [How accurate are GEO tools across different industries?](https://docs.broadcastwell.com/answers/measurement/how-accurate-are-geo-tools-across-different-industries/): No universal tool-accuracy result follows from 113 wrong and 5 stale statements in 2,922 captured software statements.
- [What should a GEO content and implementation scope include?](https://docs.broadcastwell.com/answers/buying/what-should-a-geo-content-and-implementation-scope-include/): Specify the source claim and served edit: Procore's page review had 20 stated, 44 unstated and 28 unknown criteria out of 92.
- [What should an initial GEO project measure?](https://docs.broadcastwell.com/answers/buying/what-should-an-initial-geo-project-measure/): Agree the event and acceptance evidence first: Housecall Pro had 108/150 naming observations and 43/150 own-domain citations.
- [How should a regulated business assess AI visibility evidence?](https://docs.broadcastwell.com/answers/buying/how-should-a-regulated-business-assess-ai-visibility-evidence/): Keep evidence gaps explicit: 880 of 2,922 statements were unverifiable in Wrong About You; that is not a compliance verdict.
- [How can I check a GEO vendor's published measurement method?](https://docs.broadcastwell.com/answers/buying/how-can-i-check-a-geo-vendor-s-published-measurement-method/): Reconstruct one figure from the method: Dentrix had 120 naming observations in 149 valid answers after one exclusion.
- [How can I check a tool's historical AI visibility data?](https://docs.broadcastwell.com/answers/measurement/how-can-i-check-a-tool-s-historical-ai-visibility-data/): Check the records behind a history chart: HubSpot 77/117 in August and 113/150 in September came from different collections.
- [What can an AI assistant learn from a software website?](https://docs.broadcastwell.com/answers/agents/what-can-an-ai-assistant-learn-from-a-software-website/): The Agent Gap Describe task found 70 vendor pages and recorded 69 correct results on 6 October 2026; it did not test the products.
- [Can an AI assistant find a software pricing page?](https://docs.broadcastwell.com/answers/agents/can-an-ai-assistant-find-a-software-pricing-page/): In Agent Gap, 70 of 70 pricing pages were found, 67 results were correct and 52 reached the task endpoint on 6 October 2026.
- [How far can an AI assistant get along a software demo path?](https://docs.broadcastwell.com/answers/agents/how-far-can-an-ai-assistant-get-along-a-software-demo-path/): The Agent Gap demo task recorded 70 correct results but 44 reached endpoints from 70 sessions on 6 October 2026.
- [Does finding a page prove an AI assistant understood it?](https://docs.broadcastwell.com/answers/agents/does-finding-a-page-prove-an-ai-assistant-understood-it/): Finding is not correctness: Agent Gap found pages in 210 initial sessions, with 206 correct, 3 incorrect and 1 unscored result.
- [Does an AI handoff mean a software purchase was completed?](https://docs.broadcastwell.com/answers/agents/does-an-ai-handoff-mean-a-software-purchase-was-completed/): A handoff is not a sale: Agent Gap reached 163 endpoints in 210 initial website tasks on 6 October 2026.
- [How can a software website make its public pricing path clearer?](https://docs.broadcastwell.com/answers/agents/how-can-a-software-website-make-its-public-pricing-path-clearer/): Make the price, qualification and route explicit: Agent Gap reached 52 of 70 pricing-task endpoints on 6 October 2026.
- [What does GEO mean in AI search?](https://docs.broadcastwell.com/answers/geo-basics/what-does-geo-mean-in-ai-search/): GEO means generative engine optimization; Housecall Pro 108/150 is a visibility observation, not proof that a GEO programme worked.
- [What is an AI software shortlist?](https://docs.broadcastwell.com/answers/geo-basics/what-is-an-ai-software-shortlist/): An AI shortlist is a set of suggested options: Procore appeared in 3/3 AI Mode answers on one construction question on 22 September 2026.
- [Does an AI brand mention mean the product was recommended?](https://docs.broadcastwell.com/answers/geo-basics/does-an-ai-brand-mention-mean-the-product-was-recommended/): Read the name in context: Volume II found 25 of 85 companies cited more often than named in 18 to 23 July 2026 answers.
- [Can an AI answer cite a company without naming it?](https://docs.broadcastwell.com/answers/geo-basics/can-an-ai-answer-cite-a-company-without-naming-it/): Yes: 9 of 85 companies were cited from their own domains despite never being named in the 18 to 23 July 2026 Volume II sample.
- [Does an AI shortlist show what buyers actually purchase?](https://docs.broadcastwell.com/answers/geo-basics/does-an-ai-shortlist-show-what-buyers-actually-purchase/): No purchase result follows from 2,095 valid answers: the September Index observed generated responses, not buyer transactions.
- [Does being named by AI prove product quality?](https://docs.broadcastwell.com/answers/geo-basics/does-being-named-by-ai-prove-product-quality/): Naming is not a product test: Wrong About You labelled 113 wrong, 5 stale and 880 unverifiable statements among 2,922.
- [Can AI search use information from the live web?](https://docs.broadcastwell.com/answers/geo-basics/can-ai-search-use-information-from-the-live-web/): Search-enabled AI can use web information; Procore 0/3 AIO versus 3/3 Mode records naming, not a guaranteed fresh page fetch.
- [Why can the same AI question produce different names?](https://docs.broadcastwell.com/answers/geo-basics/why-can-the-same-ai-question-produce-different-names/): Repeated questions varied on 4 August 2026: Claude mean vendor-set agreement was 0.442 across 74 pairs; AI Overviews 0.499 across 62.
- [Are failed AI answers the same as a brand absence?](https://docs.broadcastwell.com/answers/geo-basics/are-failed-ai-answers-the-same-as-a-brand-absence/): No: the September Index excluded 5 of 2,100 scheduled observations, leaving 2,095 valid answers; an exclusion is not a brand miss.
- [Why does the buyer question matter to an AI shortlist?](https://docs.broadcastwell.com/answers/geo-basics/why-does-the-buyer-question-matter-to-an-ai-shortlist/): The buyer question sets the need being tested: Procore was named in 0 of 3 Overview answers to one question and 21 of 30 across ten questions.
- [Do brand-name prompts measure discovery?](https://docs.broadcastwell.com/answers/geo-basics/do-brand-name-prompts-measure-discovery/): A prompt that supplies a brand tests discussion of that brand. In July 2026, 11 of 16 absences in a selected high-visibility group were comparisons.
- [What can a cited domain tell me about an AI source?](https://docs.broadcastwell.com/answers/geo-basics/what-can-a-cited-domain-tell-me-about-an-ai-source/): A domain identifies a host, not an author or proof of a claim. Medium appeared in 6 of 150 project-management answers captured in September 2026.
- [What does unverifiable mean in an AI product answer?](https://docs.broadcastwell.com/answers/geo-basics/what-does-unverifiable-mean-in-an-ai-product-answer/): Unverifiable means the checked vendor pages did not settle the claim: 880 of 2,922 statements received that label in Wrong About You.
- [Does a recent AI answer contain only current product facts?](https://docs.broadcastwell.com/answers/geo-basics/does-a-recent-ai-answer-contain-only-current-product-facts/): A new answer can repeat an old fact. Wrong About You found five stale statements among 2,922 statements captured on 22 and 23 September 2026.
- [What is a Google AI Overview?](https://docs.broadcastwell.com/answers/google-ai/what-is-a-google-ai-overview/): An AI Overview is a Google Search summary with supporting links. In a 4 August 2026 study, 258 of 280 main searches returned one and 22 did not.
- [What is Google AI Mode?](https://docs.broadcastwell.com/answers/google-ai/what-is-google-ai-mode/): AI Mode is Google’s AI Search experience for deeper questions. It named Procore in 3 of 3 answers to one construction question on 22 September 2026.
- [How do Google AI Overviews and AI Mode compare?](https://docs.broadcastwell.com/answers/google-ai/how-do-google-ai-overviews-and-ai-mode-compare/): The Google experiences can return different names: on 22 September 2026, Procore appeared in 0 of 3 Overview answers and 3 of 3 AI Mode answers.
- [Does Google-Extended control AI Overview or AI Mode visibility?](https://docs.broadcastwell.com/answers/google-ai/does-google-extended-control-ai-overview-or-ai-mode-visibility/): Google-Extended is separate from Search controls. Our 4 August 2026 collection recorded 258 Overviews in 280 searches, without testing bot policies.
- [How does Google AI Mode choose cited sources?](https://docs.broadcastwell.com/answers/google-ai/how-does-google-ai-mode-choose-cited-sources/): Google reports related-search and eligibility mechanisms, not a complete selection formula. Procore’s 3 of 3 AI Mode mentions measure naming only.
- [Should AI Overview rates include searches without an Overview?](https://docs.broadcastwell.com/answers/google-ai/should-ai-overview-rates-include-searches-without-an-overview/): Include no-Overview searches in a trigger rate; use displayed answers for a conditional naming rate. The August collection had 258 Overviews in 280 searches.
- [Which construction software does Google AI Overviews name?](https://docs.broadcastwell.com/answers/google-ai/which-construction-software-does-google-ai-overviews-name/): Google AI Overviews named Procore in 21 of 30 construction answers captured 22 September 2026. These are dated naming counts, not product ratings.
- [Which CRM software does Google AI Overviews name?](https://docs.broadcastwell.com/answers/google-ai/which-crm-software-does-google-ai-overviews-name/): HubSpot CRM and Salesforce Sales Cloud each appeared in 20 of 30 AI Overviews CRM answers captured 22 September 2026; the counts describe naming.
- [Which dental practice software does Google AI Overviews name?](https://docs.broadcastwell.com/answers/google-ai/which-dental-practice-software-does-google-ai-overviews-name/): Dentrix and Open Dental each appeared in 24 of 29 valid AI Overviews dental answers captured 22 September 2026; one planned observation was excluded.
- [Which field service software does Google AI Mode name?](https://docs.broadcastwell.com/answers/google-ai/which-field-service-software-does-google-ai-mode-name/): Google AI Mode named Housecall Pro in 23 of 30 field service answers captured 22 September 2026, and ServiceTitan in 24; these are naming observations.
- [Which hotel management software does Google AI Mode name?](https://docs.broadcastwell.com/answers/google-ai/which-hotel-management-software-does-google-ai-mode-name/): AI Mode named Mews in 8 of 30 hotel software answers captured 22 September 2026, Cloudbeds in 23 and Stayntouch in 14. The full checked set follows.
- [Which veterinary software does Google AI Mode name?](https://docs.broadcastwell.com/answers/google-ai/which-veterinary-software-does-google-ai-mode-name/): Google AI Mode named ezyVet in 24 of 30 veterinary answers captured 22 September 2026. The IDEXX checked label appeared in 22; naming is not a capability test.
- [What counts as a brand mention in an AI answer?](https://docs.broadcastwell.com/answers/measurement/what-counts-as-a-brand-mention-in-an-ai-answer/): A brand mention is a matched name in an answer. Housecall Pro was named in 108 of 150 answers on 22 September 2026; that is not a recommendation score.
- [What counts as an own-domain citation in an AI answer?](https://docs.broadcastwell.com/answers/measurement/what-counts-as-an-own-domain-citation-in-an-ai-answer/): In the September Index, a citation requires a matched vendor name plus a supported vendor domain. Housecall Pro met both in 43 of 150 answers.
- [What should I include in an llms.txt file?](https://docs.broadcastwell.com/answers/fixes/what-should-i-include-in-an-llms-txt-file/): Include a concise source index, not a visibility promise: Agent Gap found pages in 210 tasks but reached 163 endpoints.
- [How can I generate llms.txt from existing pages?](https://docs.broadcastwell.com/answers/fixes/how-can-i-generate-llms-txt-from-existing-pages/): Generate from approved page records and preserve their evidence: Study 7 traced 2,003 criteria across 2,093 eligible answers.
- [How should I check an llms.txt file?](https://docs.broadcastwell.com/answers/fixes/how-should-i-check-an-llms-txt-file/): Check the served file and its destinations separately: Agent Gap found all 70 pricing pages but reached 52 task endpoints.
- [Is llms.txt required for AI search visibility?](https://docs.broadcastwell.com/answers/fixes/is-llms-txt-required-for-ai-search-visibility/): Google does not require special AI files; Housecall Pro's 43/150 own-domain citation count does not test llms.txt.
- [What does publishing llms.txt prove about AI visibility?](https://docs.broadcastwell.com/answers/fixes/what-does-publishing-llms-txt-prove-about-ai-visibility/): Publishing proves the file is served, not a citation gain: Housecall Pro was named 108/150 times and own-domain cited 43/150.
- [How should I use robots.txt to control AI crawler access?](https://docs.broadcastwell.com/answers/fixes/how-should-i-use-robots-txt-to-control-ai-crawler-access/): Choose crawler rules by provider and purpose; Agent Gap's 210 public website tasks did not test robots.txt compliance.
- [How do AI search crawlers differ from AI training crawlers?](https://docs.broadcastwell.com/answers/fixes/how-do-ai-search-crawlers-differ-from-ai-training-crawlers/): Choose crawler access by purpose. Housecall Pro had 43 own-domain citations in 150 answers; those outputs do not reveal training access.
- [How should I structure headings for AI crawlers?](https://docs.broadcastwell.com/answers/fixes/how-should-i-structure-headings-for-ai-crawlers/): Use headings that name a real task and its scope. Workflow fit appeared in 17 of 149 construction answers; this was not a heading test.
- [What can Search Console show about AI visibility queries?](https://docs.broadcastwell.com/answers/measurement/what-can-search-console-show-about-ai-visibility-queries/): Search Console reports query-table activity: a dated length filter found 134 distinct queries, 969 impressions and zero query-table clicks.
- [Does Medium get cited in AI answers?](https://docs.broadcastwell.com/answers/measurement/does-medium-get-cited-in-ai-answers/): Yes, in this dated sample: medium.com appeared in 6/150 project-management, 3/150 CRM and 1/149 hotel answers in September 2026.
- [How should I check an AI baseline before changing content?](https://docs.broadcastwell.com/answers/measurement/how-should-i-check-an-ai-baseline-before-changing-content/): Fix the question set, retain answers and check repeat variation first: Claude’s mean shortlist agreement was 0.442 over 74 pairs on 4 August 2026.
- [How many repeated runs make an AI visibility rate useful?](https://docs.broadcastwell.com/answers/measurement/how-many-repeated-runs-make-an-ai-visibility-rate-useful/): There is no universal sufficient run count: Procore’s 3/3 AI Mode result on 22 September 2026 has a descriptive 95% interval of 43.9% to 100.0%.
- [Which AI visibility signals should shape an SEO roadmap?](https://docs.broadcastwell.com/answers/measurement/which-ai-visibility-signals-should-shape-an-seo-roadmap/): Use separate naming, source, fact and stability signals. In July 2026, 9 of 85 companies were own-domain cited without ever being named.
- [How should I turn a measured buyer question into an answer page?](https://docs.broadcastwell.com/answers/fixes/how-should-i-turn-a-measured-buyer-question-into-an-answer-page/): Keep one buyer decision and its evidence. Study 7 found workflow fit in 17 of 149 construction answers, not a proven page-improvement formula.
- [How should an answer page link each claim to evidence?](https://docs.broadcastwell.com/answers/fixes/how-should-an-answer-page-link-each-claim-to-evidence/): Put dated support beside the exact claim. Wrong About You left 880 of 2,922 statements unverifiable; a nearby link does not settle a fact.
- [How should I audit third-party sources before requesting a correction?](https://docs.broadcastwell.com/answers/fixes/how-should-i-audit-third-party-sources-before-requesting-a-correction/): Read the exact third-party claim against dated primary evidence. Wrong About You found 118 wrong or stale statements among 2,922, with 880 unresolved.
- [How can I check whether an AI citation supports its claim?](https://docs.broadcastwell.com/answers/measurement/how-can-i-check-whether-an-ai-citation-supports-its-claim/): Check the exact passage. Procore's dated pricing-page claim was one of 113 statements classed wrong among 2,922 studied statements.
- [What does a recorded AI referral establish?](https://docs.broadcastwell.com/answers/measurement/what-does-a-recorded-ai-referral-establish/): A recorded AI referral is a visit classification, not an answer count or sale. Housecall Pro’s 108/150 names and 43/150 citations were answer observations.
- [Which construction software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-construction-software-does-chatgpt-recommend/): ChatGPT named Procore in 23 of 30 construction answers captured on 22 September 2026. The small-builder question produced a different list.
- [Which CRM software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-crm-software-does-chatgpt-recommend/): HubSpot CRM appeared in 24 of 30 ChatGPT CRM answers captured on 22 September 2026; Salesforce Sales Cloud appeared in 21 and Pipedrive in 17.
- [Which dealership software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-dealership-software-does-chatgpt-recommend/): DealerCenter appeared in 16 of 30 ChatGPT dealership answers captured on 22 September 2026. Powersports questions produced a different group of names.
- [Which dental software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-dental-software-does-chatgpt-recommend/): Dentrix and Open Dental each appeared in 22 of 30 valid ChatGPT dental answers captured on 22 September 2026; Dentrix Ascend appeared in 21.
- [Which field service software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-field-service-software-does-chatgpt-recommend/): Housecall Pro appeared in 21 of 30 ChatGPT field service answers captured on 22 September 2026, but in none of three commercial-contractor answers.
- [Which hotel software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-hotel-software-does-chatgpt-recommend/): Cloudbeds appeared in 26 of 30 ChatGPT hotel answers captured on 22 September 2026; Mews appeared in 21 and Little Hotelier in 11.
- [Which insurance agency software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-insurance-agency-software-does-chatgpt-recommend/): Applied Systems appeared in 27 of 30 ChatGPT insurance-agency answers captured on 22 September 2026; EZLynx appeared in 21 and Vertafore in 20.
- [Which legal practice software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-legal-practice-software-does-chatgpt-recommend/): ChatGPT named Clio in 25 of 30 legal software answers captured on 22 September 2026, and 8am MyCase in 18. These counts do not assess legal work.
- [Which loan origination software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-loan-origination-software-does-chatgpt-recommend/): The captured ChatGPT answers named MeridianLink in 17 of 30 valid loan-origination answers and nCino in 15, on 22 September 2026.
- [How many software vendors does ChatGPT name in an answer?](https://docs.broadcastwell.com/answers/chatgpt/how-many-software-vendors-does-chatgpt-name-in-an-answer/): The September sample averaged 3.56 checked names per valid ChatGPT answer: 1,496 appearances across 420 answers captured on 22 September 2026.
- [Which project management software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-project-management-software-does-chatgpt-recommend/): All ten checked project-management vendors were named at least once in the thirty ChatGPT answers captured on 22 September 2026.
- [Which radiology software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-radiology-software-does-chatgpt-recommend/): For the radiology questions in our 22 September 2026 collection, ChatGPT named Intelerad in 15 of 30 valid answers and RamSoft in 12.
- [Which property management software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-property-management-software-does-chatgpt-recommend/): ChatGPT named Buildium in 24 of 30 property-management answers and AppFolio in 18, captured on 22 September 2026.
- [Which transportation software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-transportation-software-does-chatgpt-recommend/): ChatGPT named Descartes in 12 of 30 transportation answers captured on 22 September 2026. Broker and shipper questions produced different names.
- [Which veterinary software does ChatGPT recommend?](https://docs.broadcastwell.com/answers/chatgpt/which-veterinary-software-does-chatgpt-recommend/): ezyVet appeared in 23 of 30 ChatGPT veterinary answers on 22 September 2026. New-clinic and emergency-hospital answers differed.
- [Which construction software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-construction-software-does-claude-recommend/): Claude named Buildertrend and Procore in 21 of 30 construction answers on 22 September 2026, with different residential-builder results.
- [Which CRM software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-crm-software-does-claude-recommend/): HubSpot CRM and Salesforce Sales Cloud each appeared in 24 of 30 Claude CRM answers captured on 22 September 2026. The count measures names.
- [Which dealership software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-dealership-software-does-claude-recommend/): Claude named CDK Global in 20 of 30 dealership answers captured on 22 September 2026. Independent-lot and dealer-group answers differed.
- [Which dental software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-dental-software-does-claude-recommend/): Dentrix appeared in 26 of 30 Claude dental answers captured on 22 September 2026; Curve Dental appeared in 25. These are naming counts.
- [Which field service software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-field-service-software-does-claude-recommend/): ServiceTitan appeared in 24 of 30 Claude field service answers on 22 September 2026. Commercial-contractor and plumbing answers differed.
- [Which hotel software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-hotel-software-does-claude-recommend/): Claude named Cloudbeds in 24 of 30 hotel answers on 22 September 2026. The named-comparison question produced a different pair.
- [Which insurance agency software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-insurance-agency-software-does-claude-recommend/): Claude named Applied Systems in 25 of 30 insurance-agency answers captured 22 September 2026. The benefits-agency question returned different names.
- [Which legal practice software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-legal-practice-software-does-claude-recommend/): Clio appeared in 25 of 30 Claude legal-practice answers captured 22 September 2026. Litigation migration and small-firm questions need separate readings.
- [Which loan origination software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-loan-origination-software-does-claude-recommend/): Claude named nCino in 21 of 30 loan-origination answers captured 22 September 2026; ICE Mortgage Technology appeared in 19. Lender context changes the list.
- [Which project management software does Claude recommend?](https://docs.broadcastwell.com/answers/claude/which-project-management-software-does-claude-recommend/): ClickUp and Wrike each appeared in 18 of 30 Claude project-management answers captured 22 September 2026. The tied total does not choose a tool for your team.
- [Why is my construction software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-construction-software-missing-from-ai-answers/): Four of 22 checked construction vendors had 0 names in 150 answers captured 22 September 2026. The Index records the omission, but does not identify its cause.
- [Which sources do AI answers cite for construction software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-construction-software/): Construction answers captured 22 September 2026 cited fieldwire.com in 52 of 150, buildertrend.com in 37 and capterra.com in 34, pooled across five engines.
- [Why is my CRM software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-crm-software-missing-from-ai-answers/): Nimble had 0 names in 150 CRM answers captured 22 September 2026. The count establishes an omission; its cause remains unknown.
- [Which sources do AI answers cite for CRM software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-crm-software/): CRM answers captured 22 September 2026 cited pipedrive.com in 43 of 150 answers, salesforce.com in 33 and pipelinecrm.com in 32, pooled across five engines.
- [Why is my dealership software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-dealership-software-missing-from-ai-answers/): The cause is unknown: 2 of 22 checked dealership vendors were absent from 150 answers captured on 22 September 2026.
- [Which sources do AI answers cite for dealership software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-dealership-software/): voltra.ai appeared in 39 of 150 dealership answer source lists captured on 22 September 2026; 175 distinct domains were recorded.
- [Why is my dental software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-dental-software-missing-from-ai-answers/): The cause is unmeasured: 4 of 20 checked dental vendors were never named in 149 valid answers captured on 22 September 2026.
- [Which sources do AI answers cite for dental software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-dental-software/): medixdental.com appeared in 47 of 149 dental answer source lists captured on 22 September 2026; 136 distinct domains were recorded.
- [Why is my field service software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-field-service-software-missing-from-ai-answers/): A cause is not established: 7 of 22 checked field service vendors were never named in 150 answers captured on 22 September 2026.
- [Which sources do AI answers cite for field service software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-field-service-software/): fieldpulse.com and fieldservicesoftware.io each appeared in 52 of 150 field service source lists captured on 22 September 2026.
- [Why is my hotel software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-hotel-software-missing-from-ai-answers/): Five of 25 checked hotel vendors were never named in 149 valid answers captured on 22 September 2026; the cause remains unmeasured.
- [Which sources do AI answers cite for hotel software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-hotel-software/): hoteltechreport.com appeared in 103 of 149 hotel source lists captured on 22 September 2026; 132 distinct domains were recorded.
- [Why is my insurance agency software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-insurance-agency-software-missing-from-ai-answers/): Five of 19 checked insurance-agency vendors were never named in 150 answers captured on 22 September 2026; the cause is unknown.
- [Which sources do AI answers cite for insurance agency software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-insurance-agency-software/): Insurance-agency answers cited g2.com in 67 of 150 valid source lists captured on 22 September 2026; the full category contains 170 hosts.
- [Why is my legal practice software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-legal-practice-software-missing-from-ai-answers/): Three of 21 checked legal-software vendors were never named in 150 answers captured on 22 September 2026. The omission does not reveal its cause.
- [Which sources do AI answers cite for legal practice software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-legal-practice-software/): clio.com appeared in 53 of 150 legal-software answer source lists captured on 22 September 2026. The panel recorded 183 distinct hosts.
- [Why is my loan origination software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-loan-origination-software-missing-from-ai-answers/): Four of 25 checked lending-software vendors had no names in 150 answers from 22 September 2026. A broker-specific question had different gaps.
- [Which sources do AI answers cite for loan origination software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-loan-origination-software/): Loan-origination answers cited loanpro.io in 55 of 150 valid source lists captured on 22 September 2026; the category recorded 180 hosts.
- [Why is my project management software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-project-management-software-missing-from-ai-answers/): All ten checked project-management vendors appeared in 150 answers from 22 and 23 September 2026; seven were absent on one planning question.
- [Which sources do AI answers cite for project management software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-project-management-software/): celoxis.com occurred in 49 of 150 project-management source lists captured on 22 and 23 September 2026. The full category recorded 200 hosts.
- [Why is my radiology software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-radiology-software-missing-from-ai-answers/): Two of 24 checked radiology vendors had no names across 150 answers from 22 September 2026. A PACS-criteria question named none of the checked set.
- [Which sources do AI answers cite for radiology software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-radiology-software/): Radiology answers captured 22 September 2026 cited reddit.com in 60 of 150 and pacscribe.com in 49, pooled across five engines.
- [Why is my property management software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-property-management-software-missing-from-ai-answers/): Three of 22 checked property-management vendors had no names in 148 valid answers captured 22 September 2026. The cause remains unknown.
- [Which sources does AI cite for property management software?](https://docs.broadcastwell.com/answers/industries/which-sources-does-ai-cite-for-property-management-software/): buildium.com appeared in 75 of 148 valid property-management answers captured 22 September 2026; doorloop.com appeared in 47. Counts pool five engines.
- [Why is my transportation software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-transportation-software-missing-from-ai-answers/): Axon Software, IntelliTrans and Princeton TMX had 0 names in 150 transportation answers captured 22 September 2026. The study does not explain why.
- [Which sources do AI answers cite for transportation software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-transportation-software/): Transportation answers captured 22 September 2026 cited reddit.com in 33 of 150 and pcssoft.com in 30, pooled across five engines.
- [Why is my veterinary software missing from AI answers?](https://docs.broadcastwell.com/answers/industries/why-is-my-veterinary-software-missing-from-ai-answers/): ClienTrax, Onward Vet and VetlinkPRO had no names in 149 valid veterinary-software answers captured 22 September 2026. Their omission has no measured cause.
- [Which sources do AI answers cite for veterinary software?](https://docs.broadcastwell.com/answers/industries/which-sources-do-ai-answers-cite-for-veterinary-software/): Veterinary-software answers captured 22 September 2026 cited capterra.com in 61 of 149 and digitail.com in 52, pooled across five engines.
- [Which construction software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-construction-software-does-perplexity-recommend/): Perplexity named Procore in 21 of 30 construction answers captured 22 September 2026; Contractor Foreman appeared in 18. Buyer context changes the list.
- [Which CRM software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-crm-software-does-perplexity-recommend/): HubSpot CRM, Pipedrive and Salesforce Sales Cloud each appeared in 22 of 30 Perplexity CRM answers captured on 22 September 2026.
- [Which dental software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-dental-software-does-perplexity-recommend/): Open Dental appeared in 23 of 30 Perplexity dental answers captured on 22 September 2026; Curve Dental and Dentrix each appeared in 21.
- [Which field service software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-field-service-software-does-perplexity-recommend/): In Perplexity answers captured on 22 September 2026, Housecall Pro appeared in 21 of 30, ServiceTitan in 16 and FieldPulse in 15.
- [Which legal practice software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-legal-practice-software-does-perplexity-recommend/): Clio appeared in 24 of 30 Perplexity legal-practice answers captured on 22 September 2026; 8am MyCase appeared in 20 and PracticePanther in 19.
- [Which project management software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-project-management-software-does-perplexity-recommend/): Asana was named in 19 of 30 Perplexity project-management answers captured on 22 September 2026; ClickUp appeared in 18 and Wrike in 14.
- [Which radiology software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-radiology-software-does-perplexity-recommend/): Perplexity named Sectra in 18 of 30 radiology answers captured on 22 September 2026, Intelerad in 15 and Visage Imaging in 14.
- [Which property management software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-property-management-software-does-perplexity-recommend/): Buildium appeared in 23 of 30 Perplexity property-management answers captured on 22 September 2026; AppFolio appeared in 19 and DoorLoop in 17.
- [Which transportation software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-transportation-software-does-perplexity-recommend/): AscendTMS appeared in 15 of 30 Perplexity transportation answers captured on 22 September 2026; Alvys appeared in 10.
- [Which veterinary software does Perplexity recommend?](https://docs.broadcastwell.com/answers/perplexity/which-veterinary-software-does-perplexity-recommend/): ezyVet was named in 21 of 30 Perplexity veterinary answers captured on 22 September 2026; IDEXX (Cornerstone, Neo) appeared in 18.
- [Which AI visibility tools can a buyer verify?](https://docs.broadcastwell.com/answers/measurement/which-ai-visibility-tools-can-a-buyer-verify/): Check Profound and seoClarity against answer receipts: Jobber was named in 50 of 150 answers and its domain cited in 46 on 22 September 2026.
- [What do AI answers say about property management software?](https://docs.broadcastwell.com/answers/industries/what-do-ai-answers-say-about-property-management-software/): Buildium was named in 119 of 148 property-software answers on 22 September 2026; engine bases and buyer contexts explain the scope.
- [How does Profound track brand coverage across AI answer engines?](https://docs.broadcastwell.com/answers/geo-basics/how-does-profound-track-brand-coverage-across-ai-answer-engines/): Profound describes response-based brand tracking; Housecall Pro appeared in 21 of 30 ChatGPT and 22 of 30 Google AI Overview answers in September.
- [Which AI visibility tools monitor factual accuracy?](https://docs.broadcastwell.com/answers/changes/which-ai-visibility-tools-monitor-factual-accuracy/): Profound FactCheck and seoClarity ArcAI Accuracy describe claim checks; Study 6 labelled 1,924 of 2,922 statements true, a separate observation.
- [Can construction software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-construction-software-integrate-with-chatgpt/): Zapier documents a Procore and ChatGPT connection; Agent Gap reached 15 of 15 construction website endpoints without testing an authenticated integration.
- [Which AI visibility tools also complete content changes?](https://docs.broadcastwell.com/answers/fixes/which-ai-visibility-tools-also-complete-content-changes/): Profound describes page-update and creation paths; Agent Gap reached the endpoint in 67 of 70 description tasks, without testing publication.
- [Which software tracks brand rankings in Google AI Overviews and Bing Copilot?](https://docs.broadcastwell.com/answers/google-ai/which-software-tracks-brand-rankings-in-google-ai-overviews-and-bing-c/): seoClarity lists Google AI Overviews and Microsoft Copilot; our dated Google example records 22 Housecall Pro names in 30 answers, without measuring Copilot.
- [How can a page get cited by ChatGPT?](https://docs.broadcastwell.com/answers/chatgpt/how-can-a-page-get-cited-by-chatgpt/): Allow search access and inspect the cited URL. Our September CRM panel separates HubSpot naming on ChatGPT from pooled own-domain citations.
- [Does Anthropic crawl data from the web, and how can site owners block the crawler?](https://docs.broadcastwell.com/answers/claude/does-anthropic-crawl-data-from-the-web-and-how-can-site-owners-block-t/): Anthropic documents three separate web robots; Claude named Buildertrend in 21 of 30 construction answers captured on 22 September 2026.
- [How does Perplexity work?](https://docs.broadcastwell.com/answers/perplexity/how-does-perplexity-work/): Perplexity describes web search with source-linked answers. Our construction panel recorded Procore in 21 of 30 Perplexity answers on 22 September 2026.
- [Which GEO agencies serve new companies?](https://docs.broadcastwell.com/answers/buying/which-geo-agencies-serve-new-companies/): Citant and Embarque each have four Yes cells out of eight in our dated startup comparison; inspect the different evidence behind those equal totals.
- [How can I evaluate Hotwire GAIO.tech as an AI visibility product?](https://docs.broadcastwell.com/answers/measurement/how-can-i-evaluate-hotwire-gaio-tech-as-an-ai-visibility-product/): Start with the GAIO.tech-to-Spark name change; our Jobber example separates 50 naming from 46 own-domain citation answers, base 150.
- [How do Profound and SEO Clarity compare for tracking brand coverage in AI answers?](https://docs.broadcastwell.com/answers/geo-basics/how-do-profound-and-seo-clarity-compare-for-tracking-brand-coverage-in/): Compare Profound and seoClarity by definitions: our CRM record had 113 naming answers and 34 domain-citation answers for HubSpot CRM, base 150.
- [What do AI crawlers do, and how can site owners control access?](https://docs.broadcastwell.com/answers/fixes/what-do-ai-crawlers-do-and-how-can-site-owners-control-access/): Search, training and user retrieval use different bot controls. Agent Gap reached 67 of 70 description-task endpoints, without measuring any crawler rule.
- [How do I get a Google AI Overview?](https://docs.broadcastwell.com/answers/google-ai/how-do-i-get-a-google-ai-overview/): Google does not show an Overview for every search: our 4 August panel had 22 no-Overview results in 280 main searches. Source eligibility is a separate check.
- [Can CRM software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-crm-software-integrate-with-chatgpt/): HubSpot documents a ChatGPT connector with permissions for CRM access. Our 13-of-15 CRM website-task result did not test that connection.
- [What should we check when an AI answer gets a fact wrong?](https://docs.broadcastwell.com/answers/changes/what-should-we-check-when-an-ai-answer-gets-a-fact-wrong/): Check the exact claim, dated vendor evidence and review state. Procore had two wrong classifications among 57 extracted statements in Wrong About You.
- [How can a business be recommended by ChatGPT?](https://docs.broadcastwell.com/answers/chatgpt/how-can-a-business-be-recommended-by-chatgpt/): OpenAI gives search eligibility checks, not guaranteed recommendations. ChatGPT named HubSpot CRM in 24 of 30 September CRM answers in our panel.
- [How does Claude web search work?](https://docs.broadcastwell.com/answers/claude/how-does-claude-web-search-work/): Claude web search retrieves web material and cites sources when used; Procore was named in 21 of 30 construction answers on 22 September 2026.
- [Which agencies document work across AI answer engines?](https://docs.broadcastwell.com/answers/buying/which-agencies-document-work-across-ai-answer-engines/): Our published comparison records Go Fish Digital at three Yes cells out of eight, including Engines; inspect the stated surfaces and the method limit.
- [What does Hotwire GAIO.tech publish about data accuracy?](https://docs.broadcastwell.com/answers/measurement/what-does-hotwire-gaio-tech-publish-about-data-accuracy/): Two Hotwire announcements describe GAIO.tech, later Spark. We distinguish those product claims from our measured statement classifications.
- [Does Housecall Pro provide field service management software for home service businesses covering scheduling, dispatching, invoicing, and payment collection?](https://docs.broadcastwell.com/answers/industries/does-housecall-pro-provide-field-service-management-software-for-home/): Housecall Pro advertised the named features on the page read 8 October. Its 22-of-30 Overview naming count is context, not a functionality test.
- [What are alternatives to Go Fish Digital for GEO?](https://docs.broadcastwell.com/answers/geo-basics/what-are-alternatives-to-go-fish-digital-for-geo/): Compare Minuttia with Go Fish Digital through their dated published evidence: each has three Yes cells, while their Partial and No fields differ.
- [Can I disable Google AI Overviews?](https://docs.broadcastwell.com/answers/google-ai/can-i-disable-google-ai-overviews/): Google documents no off switch for core AI Overviews. See the Web filter, the separate Labs control and a dated example of missing Overviews.
- [Is llms.txt actually used?](https://docs.broadcastwell.com/answers/fixes/is-llms-txt-actually-used/): The llms.txt proposal reports use in documentation workflows. Agent Gap found description destinations in 70 of 70 tasks without measuring file consumption.
- [Can dealership software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-dealership-software-integrate-with-chatgpt/): DealerAI documents a store-scoped ChatGPT connector. Our 10-of-15 dealership website-task result did not test connected inventory or customer records.
- [Does allowing GPTBot make a site appear in ChatGPT search?](https://docs.broadcastwell.com/answers/chatgpt/does-allowing-gptbot-make-a-site-appear-in-chatgpt-search/): GPTBot controls training collection; OAI-SearchBot supports search. Our 23-of-30 Procore naming count does not measure either permission.
- [Is Blobic a good white label GEO provider?](https://docs.broadcastwell.com/answers/buying/is-blobic-a-good-white-label-geo-provider/): Blobic publishes white-label deliverables and terms. Our 118-of-2,042 statement finding explains one accuracy check; it does not score Blobic’s work.
- [Which AI visibility platforms support multiple agency clients?](https://docs.broadcastwell.com/answers/measurement/which-ai-visibility-platforms-support-multiple-agency-clients/): OtterlyAI documents separate client Workspaces. Jobber’s 50 naming and 46 own-domain-cited answers illustrate why each client report needs exact event labels.
- [How do GetMint and Otterly compare for transactional GEO in the United States?](https://docs.broadcastwell.com/answers/geo-basics/how-do-getmint-and-otterly-compare-for-transactional-geo-in-the-united/): GetMint describes commerce and content work; OtterlyAI documents shopping tracking. Our 44-of-70 demo-path result did not measure completed transactions.
- [Which industrial AI platforms integrate best with ERP, EAM, FSM, and project management tools in the engineering and construction industry?](https://docs.broadcastwell.com/answers/industries/which-industrial-ai-platforms-integrate-best-with-erp-eam-fsm-and-proj/): Compare documented construction integration routes, their ERP and asset-data limits, and the three-of-149 buyer-criterion finding without a tested winner.
- [Is the AI Overview gone?](https://docs.broadcastwell.com/answers/google-ai/is-the-ai-overview-gone/): A missing Overview does not show that Google has withdrawn the feature. Compare current help with 28 retained property-management targets out of 30.
- [What is an llms.txt file?](https://docs.broadcastwell.com/answers/fixes/what-is-an-llms-txt-file/): The llms.txt v2 proposal describes a Markdown overview with links. Agent Gap reached 67 of 70 description endpoints without testing the file.
- [Can dental practice software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-dental-practice-software-integrate-with-chatgpt/): Dentally documents API access, but we have not verified a ready-made ChatGPT route. See the partner stages and the limits of our public-site study.
- [How does ChatGPT choose which sources to cite?](https://docs.broadcastwell.com/answers/chatgpt/how-does-chatgpt-choose-which-sources-to-cite/): OpenAI describes several search-ranking factors. Fieldwire.com appeared in 52 of 150 pooled construction answers; ChatGPT named Fieldwire in 9 of 30.
- [How does Seer Interactive compare to other GEO agencies when it comes to research, measurement capabilities, and proven client results?](https://docs.broadcastwell.com/answers/buying/how-does-seer-interactive-compare-to-other-geo-agencies-when-it-comes/): Seer publishes research and specific measurement deliverables. Compare study scopes and case evidence separately; our 75-of-359 result does not rank agencies.
- [Which review sites for GEO should a buyer compare?](https://docs.broadcastwell.com/answers/geo-basics/which-review-sites-for-geo-should-a-buyer-compare/): Compare client reviews, software reviews and publisher disclosures using our dated 29-of-32 list finding and the distinct parent-company status.
- [Is Dentally a good fit for UK dentists running a cloud based practice?](https://docs.broadcastwell.com/answers/industries/is-dentally-a-good-fit-for-uk-dentists-running-a-cloud-based-practice/): Dentally’s UK site describes cloud practice software and regional integrations. Its zero names in 149 dental answers do not measure suitability.
- [Which measures belong beside one another?](https://docs.broadcastwell.com/answers/measurement/which-measures-belong-beside-one-another/): Procore had 109 naming answers and 30 answers with an own-domain citation in the September construction panel. Keep each event and base visible.
- [Which websites have an llms.txt file?](https://docs.broadcastwell.com/answers/fixes/which-websites-have-an-llms-txt-file/): Minuttia and OpenAI developer documentation served llms.txt files on 29 October 2026. Availability is separate from our dated agency evidence score.
- [Can field service software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-field-service-software-integrate-with-chatgpt/): Zapier lists Housecall Pro job triggers, a customer action and separate AI connection routes. Agent Gap reached 13 of 15 public field-service endpoints.
- [Can hotel software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-hotel-software-integrate-with-chatgpt/): Cloudbeds has a documented third-party AI connection listing. Our 14-of-15 hotel website-task result did not test guest records or booking changes.
- [What is an llms.txt checker?](https://docs.broadcastwell.com/answers/fixes/what-is-an-llms-txt-checker/): An llms.txt checker tests stated file rules. Separate a valid structure or working link from a correct account of the destination and its pricing.
- [How does Omniscient Digital compare as a GEO agency?](https://docs.broadcastwell.com/answers/buying/how-does-omniscient-digital-compare-as-a-geo-agency/): Omniscient Digital has three Yes cells in our eight-field record. Inspect its dated evidence and gaps without turning the total into a service ranking.
- [How well can entry-level GEO solutions scale with a growing business?](https://docs.broadcastwell.com/answers/geo-basics/how-well-can-entry-level-geo-solutions-scale-with-a-growing-business/): Size a growing GEO workload by retained answers and shared resources. Otterly documents client Workspaces and a shared prompt pool; throughput is untested.
- [Digitail vs ezyVet for AI-native veterinary practice management with telemedicine and client engagement tools, which is better?](https://docs.broadcastwell.com/answers/industries/digitail-vs-ezyvet-for-ai-native-veterinary-practice-management-with-t/): Compare documented setups: the September Index named Digitail in 67/149 and ezyVet in 115/149 veterinary answers captured on 22 September 2026.
- [What does Athena publish about data accuracy?](https://docs.broadcastwell.com/answers/measurement/what-does-athena-publish-about-data-accuracy/): AthenaHQ's accuracy FAQ describes visibility metrics and client results. Read those separately from our dated claim classifications.
- [Can insurance agency software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-insurance-agency-software-integrate-with-chatgpt/): AgencyZoom documents a Zapier route for insurance agencies; Agent Gap reached 10 of 15 public insurance website endpoints on 6 October 2026.
- [How should I choose content for SEO, AEO and GEO?](https://docs.broadcastwell.com/answers/fixes/how-should-i-choose-content-for-seo-aeo-and-geo/): Choose a buyer decision before a content format: Study 7 extracted 2,003 category-specific criteria from answers captured on 22 and 23 September 2026.
- [What does an AI visibility audit include?](https://docs.broadcastwell.com/answers/buying/what-does-an-ai-visibility-audit-include/): An AI visibility audit should supply the answers, questions, engines, dates and sources. Our Go Fish publication record shows why the evidence scope matters.
- [What does Hotwire GAIO.tech publish about model coverage?](https://docs.broadcastwell.com/answers/measurement/what-does-hotwire-gaio-tech-publish-about-model-coverage/): Hotwire named four chatbots in its GAIO.tech launch and a different list in the Spark announcement. Read the dated labels separately from our engine counts.
- [Why is Google AI Mode not working?](https://docs.broadcastwell.com/answers/google-ai/why-is-google-ai-mode-not-working/): Read the displayed condition: Study 7 excluded one request-limit response from 420 AI Mode targets captured on 22 September 2026.
- [Can legal practice software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-legal-practice-software-integrate-with-chatgpt/): Clio lists ChatGPT-compatible actions through Zapier; Agent Gap reached 13 of 15 legal website endpoints on 6 October 2026.
- [Should a public-affairs agency standardize on Suede or Profound for regulated clients?](https://docs.broadcastwell.com/answers/buying/i-m-a-public-affairs-agency-lead-for-our-regulated-industry-clients-su/): Suede describes approval-gated content; Profound describes claim checks against a Knowledge Base. Our 10/150 access criterion keeps permissions distinct.
- [How do AI visibility vendors differ for regulated industries?](https://docs.broadcastwell.com/answers/geo-basics/how-do-ai-visibility-vendors-differ-for-regulated-industries/): Compare each documented control and plan. Our dated OtterlyAI row names three MCP plans; its SSO guide specifies Enterprise sign-in.
- [What is Deep Search in Google AI Mode?](https://docs.broadcastwell.com/answers/google-ai/what-is-deep-search-in-google-ai-mode/): Deep Search is Google’s cited-report research feature in AI Mode. Our September Index’s 420 Mode targets form a separate ordinary-Mode cohort.
- [Can loan origination software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-loan-origination-software-integrate-with-chatgpt/): LendingPad lists a loan-creation route for ChatGPT-compatible clients; Agent Gap reached 6 of 15 loan website endpoints on 6 October 2026.
- [How should teams handle SEO and GEO in day-to-day work?](https://docs.broadcastwell.com/answers/fixes/how-should-teams-handle-seo-and-geo-in-day-to-day-work/): Use dated claim records for daily SEO and GEO work. Two Procore pricing flags separate source checks, page edits and changed answers.
- [Which GEO platforms let agencies run pre-sales AI visibility audits for prospects?](https://docs.broadcastwell.com/answers/buying/which-geo-platforms-let-agencies-run-pre-sales-ai-visibility-audits-fo/): OtterlyAI documents proposal Workspaces. Two wrong statements among 57 Procore claims show why a prospect report also needs factual review.
- [How do Suede, Profound and AthenaHQ differ in sampling AI answers and measuring share of voice?](https://docs.broadcastwell.com/answers/measurement/how-do-suede-profound-and-athenahq-differ-in-sampling-ai-answers-and-m/): Our CRM row has 13 checked-name appearances in three Perplexity returns. Compare that unit with the three providers' disclosed metrics and cohorts.
- [Can radiology software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-radiology-software-integrate-with-chatgpt/): RamSoft announced a ChatGPT-powered imaging patient app in 2023. That embedded feature differs from connecting a consumer account.
- [How do Suede and AthenaHQ differ beyond price for a PAC?](https://docs.broadcastwell.com/answers/geo-basics/how-do-suede-and-athenahq-differ-beyond-price-for-a-pac/): Compare the providers' reported issue, citation and sentiment fields beyond price. Our HubSpot citation example is a website-reference unit, not a PAC result.
- [Which AI visibility platforms offer historical data and time-series reporting?](https://docs.broadcastwell.com/answers/measurement/which-ai-visibility-platforms-offer-historical-data-and-time-series-re/): Otterly documents daily prompt history; Profound documents daily answer datasets and charts. Read the run identity behind each trend.
- [Can residential property software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-residential-property-software-integrate-with-chatgpt/): Buildium’s property-data API offers a possible custom GPT Actions route. Its account, authentication and lease scope still need a design.
- [How can a local auto-glass business appear in Google AI and ChatGPT answers?](https://docs.broadcastwell.com/answers/fixes/how-can-a-local-auto-glass-business-appear-in-google-ai-and-chatgpt-an/): Check search access, business details and location. In our July study, 9/85 software companies were cited without being named.
- [What AI visibility products does Hotwire GAIO.tech offer?](https://docs.broadcastwell.com/answers/measurement/what-ai-visibility-products-does-hotwire-gaio-tech-offer/): Hotwire’s dated GAIO.tech and Spark names differ from its current Ignite and GEO service descriptions. Keep the source dates with the catalog.
- [How do Google AI Overviews and generative UI relate?](https://docs.broadcastwell.com/answers/google-ai/how-do-google-ai-overviews-and-generative-ui-relate/): Generative UI adds interactive tools to some Google AI results. The September Index counted text answers, not rendered widgets.
- [Can transportation software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-transportation-software-integrate-with-chatgpt/): Alvys describes beta MCP access from ChatGPT for loads, invoices and tracking. Public-site reach is a separate observation.
- [Can Google AI Overview answers be changed?](https://docs.broadcastwell.com/answers/fixes/can-google-ai-overview-answers-be-changed/): Google Overview answers can vary, but publishers do not directly edit them. Source corrections, feedback and preview controls differ.
- [79dev.com GEO services worth it?](https://docs.broadcastwell.com/answers/buying/79dev-com-geo-services-worth-it/): 79 Development describes an audit, implementation and advisory work. Judge the written deliverables without treating citations as sales.
- [Does Profound provide a full SEO audit or a partial audit?](https://docs.broadcastwell.com/answers/measurement/does-profound-provide-a-full-seo-audit-or-a-partial-audit/): Profound documents answer visibility and claim checks. Our 23/148 flagged-answer study provides a concrete comparison of audit scope.
- [Are Google AI Overviews available in France?](https://docs.broadcastwell.com/answers/google-ai/are-google-ai-overviews-available-in-france/): Google announced AI Overviews in France on 22 July 2026. Availability differs from receiving an Overview for each query.
- [Can veterinary software integrate with ChatGPT?](https://docs.broadcastwell.com/answers/agents/can-veterinary-software-integrate-with-chatgpt/): An ezyVet API and GPT Actions custom build is a possible route, subject to approval. That is different from a ready-made connector.
- [How can I check ChatGPT's SEO output?](https://docs.broadcastwell.com/answers/fixes/how-can-i-check-chatgpt-s-seo-output/): Check the exact facts in a ChatGPT SEO draft against primary records. Two of 30 dated site-owner answers carried misleading flags.
- [How can I check AI search visibility?](https://docs.broadcastwell.com/answers/measurement/how-can-i-check-ai-search-visibility/): Check the exact question, engine and saved answer. Count names and citations separately from rankings, visits and sales.
- [Is there an API for Google AI Overviews?](https://docs.broadcastwell.com/answers/google-ai/is-there-an-api-for-google-ai-overviews/): SerpApi documents an Overview collection interface. A Search-grounded generated response is a different output.
- [How can I control whether my content appears in Google AI Overviews?](https://docs.broadcastwell.com/answers/fixes/how-can-i-control-whether-my-content-appears-in-google-ai-overviews/): Publisher preview controls differ from turning off an Overview as a reader. Google also reports a France-specific control.
- [Is agent-to-agent commerce a viable business opportunity?](https://docs.broadcastwell.com/answers/agents/is-agent-to-agent-commerce-a-viable-business-opportunity/): A checkout protocol describes a transaction path. It does not establish buyer demand, paid orders or a viable business.
- [What is an AI visibility index?](https://docs.broadcastwell.com/answers/measurement/what-is-an-ai-visibility-index/): An AI visibility index records answers against a defined set. The checked panel, question set and counting unit limit its meaning.
- [Can ads appear in Google AI Overviews?](https://docs.broadcastwell.com/answers/google-ai/can-ads-appear-in-google-ai-overviews/): Google documents Sponsored ads in and around Overviews. An organic name count does not measure paid placement.
- [What evidence supports a page's selection as a source in an AI answer?](https://docs.broadcastwell.com/answers/fixes/what-evidence-supports-a-page-s-selection-as-a-source-in-an-ai-answer/): A saved citation shows what was linked. It does not reveal the engine’s reason for selecting that page.
- [What are the benefits and risks of connecting HubSpot with ChatGPT?](https://docs.broadcastwell.com/answers/agents/what-are-the-benefits-and-risks-of-connecting-hubspot-with-chatgpt/): HubSpot documents CRM reads and writes, with approval and validation limits. Our 13/15 CRM website result measures discovery.
- [Where can I find an AI search visibility expert near me?](https://docs.broadcastwell.com/answers/geo-basics/where-can-i-find-an-ai-search-visibility-expert-near-me/): Use your actual city and the provider’s stated delivery location. A public evidence score cannot establish that a firm is nearby.
- [How do Google AI Overviews affect website visibility?](https://docs.broadcastwell.com/answers/google-ai/how-do-google-ai-overviews-affect-website-visibility/): Overviews add answer-level names and source links. Those observations alone cannot establish a website’s traffic gain or loss.
- [What does Google's guidance say about llms.txt?](https://docs.broadcastwell.com/answers/fixes/what-does-google-s-guidance-say-about-llms-txt/): Google says new AI text files are not needed for Search AI features. A published llms.txt file serves a different claimed purpose.
- [Which AI tools for analyzing online visibility are available in the UK?](https://docs.broadcastwell.com/answers/geo-basics/which-ai-tools-for-analyzing-online-visibility-are-available-in-the-uk/): Semrush lists UK reporting; seoClarity publishes UK research. Our Claude sample has 2,039 checked-name appearances across 420 answers.
- [How can I verify that an AI visibility tracker uses live answers?](https://docs.broadcastwell.com/answers/measurement/how-can-i-verify-that-an-ai-visibility-tracker-uses-live-answers/): Collection receipts, cache settings and failure records can test a tracker’s live-answer claim. A refreshed dashboard is insufficient.
- [How does Google AI Mode change keyword research?](https://docs.broadcastwell.com/answers/google-ai/how-does-google-ai-mode-change-keyword-research/): Keep full buyer questions and their subtopics. Google’s query fan-out is not an observed keyword-volume measure.
- [What is Origence?](https://docs.broadcastwell.com/answers/geo-basics/origence/): Origence is a credit-union lending technology network. The September Index checked its name and published aliases.
- [Does Althea Labs deliver faster AI visibility results than Keenfolks or SourceCode Communications?](https://docs.broadcastwell.com/answers/buying/we-re-looking-for-an-ai-visibility-agency-that-can-get-our-brand-into/): Compare dated deliverables before speed claims: our 17 September audit found publisher self-inclusion on 29/32 agency-list pages.
- [How would you optimize an e-commerce product page for Google and AI search visibility?](https://docs.broadcastwell.com/answers/measurement/how-would-you-optimize-an-e-commerce-product-page-for-google-and-ai-se/): Explain the price and included configuration. Our construction panel found that pricing criterion in 5/149 answers; Google specifies Offer fields.
- [How should a local business respond when ChatGPT cites ranking-list pages?](https://docs.broadcastwell.com/answers/fixes/how-should-a-local-business-respond-when-chatgpt-cites-ranking-list-pa/): Inspect the cited list's publisher, city and selection date. Our 17 September agency-list audit found publisher self-inclusion on 29/32 pages.
- [How do people use Google AI Mode?](https://docs.broadcastwell.com/answers/google-ai/how-do-people-use-google-ai-mode/): Google documents comparisons, follow-up questions and several input types in AI Mode. Our software-buyer sample is not a survey of its users.
- [How do Suede and Profound compare for permitting and community narratives at an energy company?](https://docs.broadcastwell.com/answers/geo-basics/how-do-suede-and-profound-compare-for-permitting-and-community-narrati/): Suede documents energy-project audience monitoring; Profound documents factual-claim checks. Our dated 12/77 example separates factual status from stance.
- [Looking for AI software for field service providers in the United Kingdom?](https://docs.broadcastwell.com/answers/buying/looking-for-ai-software-for-field-service-providers-in-the-united-king/): Jobber documents UK Receptionist with channel and plan conditions. In our capture, ChatGPT named Jobber in 18/30 field-service answers.
- [Can Google, Bing and LLMs find content on Threads?](https://docs.broadcastwell.com/answers/measurement/can-google-bing-and-llms-find-content-on-threads/): Public Threads access, search indexing and an answer citation are different observations. Our recorded sources establish none of them for every post.
- [Which AI tools can support programmatic SEO?](https://docs.broadcastwell.com/answers/fixes/which-ai-tools-can-support-programmatic-seo/): Jobber documents service-page generation and Semrush documents crawl checks. A construction-software example shows why template data needs its own evidence.
- [How do Google AI Overviews choose sources?](https://docs.broadcastwell.com/answers/google-ai/how-do-google-ai-overviews-choose-sources/): Google documents supporting-page eligibility, not a guaranteed selection recipe. Our Overview records show citations without revealing selection causes.
- [How do Suede, Profound and AthenaHQ compare for a trade group in a regulated industry?](https://docs.broadcastwell.com/answers/geo-basics/how-do-suede-profound-and-athenahq-compare-for-a-trade-group-in-a-regu/): Suede names trade associations; Profound and Athena describe other report fields. Our cited-publisher example separates an association site from member brands.
- [How can I defend branded search results against lookalike sites that confuse LLMs?](https://docs.broadcastwell.com/answers/measurement/how-can-i-defend-branded-search-results-against-lookalike-sites-that-c/): Keep the disputed claim, cited domain and dated company reference together before blaming a lookalike. Our Describe task does not measure clone attacks.
- [Does a crawler request count as a buyer visit?](https://docs.broadcastwell.com/answers/fixes/does-a-crawler-request-count-as-a-buyer-visit/): A crawler request records machine access. It does not identify a buyer, a purchase or a completed customer journey.
- [Why don’t Google AI Overviews appear for every search?](https://docs.broadcastwell.com/answers/google-ai/why-does-google-ai-overviews-not-appear-for-every-search/): Google makes Overview display conditional. One recorded hotel-software query returned no Overview, without revealing its cause.
- [How do Profound and seoClarity compare?](https://docs.broadcastwell.com/answers/geo-basics/how-do-profound-and-seoclarity-compare/): Compare Profound’s reported fact-checking workflow with seoClarity’s accuracy and change-record functions. Our records do not rank either supplier.
- [Is CRM software with ChatGPT free?](https://docs.broadcastwell.com/answers/industries/crm-software-chatgpt-free/): A free CRM and a free ChatGPT connection are separate entitlements. Compare HubSpot’s published CRM terms with the app’s account requirements.
- [How can I track brand visibility in Claude?](https://docs.broadcastwell.com/answers/measurement/how-can-i-track-brand-visibility-in-claude/): Track Claude with fixed questions, saved answers and a stated name rule. Web-search citations and brand mentions remain different units.
- [What can an agency deliver when a client asks for GEO?](https://docs.broadcastwell.com/answers/buying/what-can-an-agency-deliver-when-a-client-asks-for-geo/): Define a client deliverable around a retained answer, a company fact and the evidence needed for a specific change. A publication is not an answer outcome.
- [What does Peec measure?](https://docs.broadcastwell.com/answers/geo-basics/peec-visibility-or-aeo-or-geo-or-search-or-citation-or-seo-or-generati/): Peec describes visibility, position and sentiment. Our Close example separates named-answer counts, vendor citations and distinct buyer questions.
- [What can CRM software with ChatGPT do for project management?](https://docs.broadcastwell.com/answers/industries/crm-software-chatgpt-project-management/): HubSpot documents CRM Task operations in ChatGPT; our handoff question named HubSpot in 3/3 answers. Compare the checked CRM table.
- [Which tools can track whether my website appears in Google AI Overviews?](https://docs.broadcastwell.com/answers/measurement/which-tools-can-track-whether-my-website-appears-in-google-ai-overview/): seoClarity documents AIO reference checks and SERP Previews; our CRM panel recorded HubSpot's own site in 6/30 Overviews answers.
- [How does GEO change the work of a traditional SEO agency?](https://docs.broadcastwell.com/answers/buying/how-does-geo-change-the-work-of-a-traditional-seo-agency/): Google retains SEO fundamentals for AI features. Our 6/30 HubSpot reference count shows the separate answer evidence an agency can report.
- [How do Suede and AthenaHQ compare for tracking citations across models?](https://docs.broadcastwell.com/answers/geo-basics/how-do-suede-and-athenahq-compare-for-tracking-citations-across-models/): Suede describes captured-source drill-down; Athena-supported research defines root-domain citation share. Our HubSpot 1/30 example shows the unit.
- [Does ChatGPT cite Reddit in CRM software answers?](https://docs.broadcastwell.com/answers/industries/crm-software-chatgpt-reddit/): No Reddit URLs appeared in our thirty dated ChatGPT CRM answers. See the citation rule, complete vendor counts and what the zero cannot establish.
- [What does Lighthouse’s llms.txt audit check?](https://docs.broadcastwell.com/answers/measurement/if-llms-txt-has-no-impact-on-ai-visibility-why-did-google-add-it-into/): Lighthouse documents a file-retrieval audit. Our zero cited-file count measures a separate event, rather than a visibility effect.
- [Which AEO tools suit home-service companies and contractors?](https://docs.broadcastwell.com/answers/buying/which-aeo-tools-suit-home-service-companies-and-contractors/): Compare Semrush location-aware reports and seoClarity Overview references. Our Jobber 18/30 count concerns software buyers, not local contractors.
- [What platform scores competitors on generative engine prominence?](https://docs.broadcastwell.com/answers/geo-basics/what-platform-scores-competitors-on-generative-engine-prominence/): Profound and Semrush document different prominence metrics. Our 2039 name appearances across 420 Claude answers show why the denominator matters.
- [Can AI answers get company facts wrong?](https://docs.broadcastwell.com/answers/measurement/are-you-guys-starting-to-see-ai-backfiring-on-companies/): Our dated Open Dental record labels 12/77 statements wrong or stale. Check the claim class, capture date and retained vendor reference.
- [Which AEO agencies should a buyer compare in the United States?](https://docs.broadcastwell.com/answers/buying/which-aeo-agencies-should-a-buyer-compare-in-the-united-states/): Compare Seer Interactive, Siege Media and WebFX using dated US-office facts and published evidence. WebFX meets 3/8 publication criteria.
- [What are alternatives to BrightEdge for GEO?](https://docs.broadcastwell.com/answers/geo-basics/what-are-alternatives-to-brightedge-for-geo/): Profound, Semrush and seoClarity document GEO reporting functions. Compare their named units with our 1496 appearances across 420 ChatGPT answers.
- [What can dealership software with ChatGPT do for project management?](https://docs.broadcastwell.com/answers/industries/dealership-software-chatgpt-project-management/): DealerAI documents inventory, leads and Reach follow-up with store permissions. Our 6/150 finding counts an integration requirement, not an executed workflow.
- [Who has documented results from GEO work in ChatGPT?](https://docs.broadcastwell.com/answers/measurement/who-has-documented-results-from-geo-work-in-chatgpt/): Suede publishes a dated Koomba ChatGPT case using a named-or-cited rate. Our Close 3/30 example distinguishes a naming-only observation.
- [How does an AEO or GEO audit differ from an SEO audit?](https://docs.broadcastwell.com/answers/measurement/how-does-an-aeo-or-geo-audit-differ-from-an-seo-audit/): An answer audit inspects retained claims as well as site eligibility. Our construction study found a pricing criterion in 5/149 included answers.
- [Is GEO more effective than SEO?](https://docs.broadcastwell.com/answers/measurement/is-geo-more-effective-than-seo/): Our 1642 name appearances across 420 Perplexity answers measure visibility, not visits or sales. Define the result before comparing GEO with SEO.
- [What sizes of dental practice use Dentrix Ascend for scheduling and billing?](https://docs.broadcastwell.com/answers/geo-basics/what-sizes-of-dental-practice-use-dentrix-ascend-for-scheduling-and-bi/): Published Dentrix Ascend scheduling and billing functions, a multi-location customer example, and the limits of our dental-question naming data.
- [Do AI product answers cite Reddit?](https://docs.broadcastwell.com/answers/measurement/do-ai-product-answers-cite-reddit/): On 22 September 2026, Reddit appeared in 23/30 radiology Overview records and 0/30 ChatGPT records, counted once per answer.
- [What does Blue Yonder publish about LTL freight shipping?](https://docs.broadcastwell.com/answers/geo-basics/what-does-blue-yonder-publish-about-ltl-freight-shipping/): Blue Yonder’s page lists LTL execution. Our 6/30 ChatGPT count concerns enterprise and alternative questions, without an LTL shipment test.
- [How do ads in Google AI Overviews affect organic traffic?](https://docs.broadcastwell.com/answers/measurement/how-do-ads-in-google-ai-overviews-affect-organic-traffic/): Our 1352 name appearances across 415 Overviews are not click data. Google documents Sponsored placements and aggregate ad reporting, not organic lift.
- [How does Google AI Mode affect site clicks?](https://docs.broadcastwell.com/answers/measurement/how-does-google-ai-mode-affect-site-clicks/): Our Mode CRM panel has three HubSpot-domain citing answers. Their retained URLs and Google’s Web report distinguish source selection from site clicks.
- [Which tools combine AI visibility and social listening?](https://docs.broadcastwell.com/answers/geo-basics/which-tools-combine-ai-visibility-and-social-listening/): Meltwater documents GenAI Lens alongside social listening. Our dated Reddit-citation count shows why AI source links and social-conversation records differ.
- [Why can a page rank in Google without being cited by ChatGPT or Perplexity?](https://docs.broadcastwell.com/answers/measurement/why-can-a-page-rank-in-google-without-being-cited-by-chatgpt-or-perple/): Salesforce-domain URLs appeared in 19 ChatGPT and three Perplexity CRM answers. Compare those source selections with the services’ eligibility rules.
- [Who has the best GEO results in competitive industries?](https://docs.broadcastwell.com/answers/geo-basics/who-has-the-best-geo-results-in-competitive-industries/): A dated WebFX publication check and Suede’s named Koomba case show how to inspect evidence without turning different records into a universal agency winner.
- [How can server logs show whether AI crawlers request llms.txt?](https://docs.broadcastwell.com/answers/measurement/how-can-server-logs-show-whether-ai-crawlers-request-llms-txt/): A server request needs a path, time, status and a defensible crawler identity. Our zero llms.txt citations in 2,093 answers measure a different event.
- [Can I use AI to do my SEO?](https://docs.broadcastwell.com/answers/geo-basics/can-i-use-ai-to-do-my-seo/): AI can assist SEO research and drafting. Our dated HubSpot claim checks show why company facts still need their own retained source and reference date.
- [Do YouTube transcripts affect LLM citations?](https://docs.broadcastwell.com/answers/measurement/do-youtube-transcripts-affect-llm-citations/): YouTube URLs appeared in 21 of 148 eligible PHP2Shell answers. Their engine, URL and grading records show citations, without a transcript-use test.
- [Can I use ChatGPT as a CRM?](https://docs.broadcastwell.com/answers/geo-basics/can-i-use-chatgpt-as-a-crm/): ChatGPT can be an interface to HubSpot CRM. Our 1/150 system-of-record criterion separates a useful chat from the customer database and its permissions.
- [Is Perplexity good for SEO?](https://docs.broadcastwell.com/answers/geo-basics/is-perplexity-good-for-seo/): Perplexity can help research sources for SEO work. A dated Salesforce citation example shows what its answer links establish and what still needs checking.
- [How can a buyer verify the conclusion?](https://docs.broadcastwell.com/answers/measurement/how-can-a-buyer-verify-the-conclusion/): The 12/77 Open Dental finding has dated claims and vendor references. Use the statement, base, status and source pair to check the historical conclusion.
- [What are the top 3 CRM platforms?](https://docs.broadcastwell.com/answers/geo-basics/what-are-the-top-3-crm-platforms/): HubSpot CRM, Pipedrive and Salesforce had the September panel’s highest naming totals. This is dated visibility, not a product-quality verdict.
- [How should a report present these outcomes?](https://docs.broadcastwell.com/answers/measurement/how-should-a-report-present-these-outcomes/): Show answer observations, visits, buyer reports and commercial events in separate report rows, with the evidence and date that belong to each.
- [What does LLM in AI mean?](https://docs.broadcastwell.com/answers/geo-basics/what-does-llm-in-ai-mean/): LLM means large language model. Read how tokens, context and Transformers relate to generated text, with a dated company-fact example.
- [Is hotel property management software with ChatGPT free?](https://docs.broadcastwell.com/answers/industries/hotel-property-management-software-chatgpt-free/): ChatGPT Free research, a Zapier tier and a hotel PMS license are separate conditions. Read the named Cloudbeds route and its reported limits.
- [How should the report show visits?](https://docs.broadcastwell.com/answers/measurement/how-should-the-report-show-visits/): A visits report needs its own period, visit definition and received source evidence. An AI answer citation belongs in a separate observation row.
- [Which AI-based CRM is the best?](https://docs.broadcastwell.com/answers/geo-basics/which-ai-based-crm-is-the-best/): A CRM’s AI label does not establish the best fit. A dated buyer-question criterion and HubSpot’s documented record controls make the comparison more specific.
- [What did the buyer report?](https://docs.broadcastwell.com/answers/measurement/what-did-the-buyer-report/): A buyer’s source statement is their own account. Our 75 single-vendor AI answers are model outputs, not buyer testimony or sales records.
- [Which AI is best for SEO?](https://docs.broadcastwell.com/answers/geo-basics/which-ai-is-best-for-seo/): Choose the assistant for the work you need to check. Our Salesforce-domain citation counts differ between ChatGPT and Perplexity without measuring SEO lift.
- [What does the business record establish?](https://docs.broadcastwell.com/answers/measurement/what-does-the-business-record-establish/): Use a defined enquiry, opportunity or sale record for a business event. A CRM requirement stated in an AI answer is a different kind of evidence.
- [Will CRM get replaced by AI?](https://docs.broadcastwell.com/answers/geo-basics/will-crm-get-replaced-by-ai/): HubSpot’s ChatGPT connection uses a HubSpot account. A chat interface and a replacement for its backing customer-record system are different claims.
- [What information belongs in a public report?](https://docs.broadcastwell.com/answers/measurement/what-information-belongs-in-a-public-report/): Publish reviewed aggregates with dates, bases and sources. Our insurance permissions count distinguishes coded records from visible quotations.
- [Does AI search replace SEO?](https://docs.broadcastwell.com/answers/geo-basics/does-ai-search-replace-seo/): Google keeps search eligibility rules for AI features. Our HubSpot citation count measures answers, with clicks and rankings kept separate.
- [What can insurance agency software with ChatGPT do for project management?](https://docs.broadcastwell.com/answers/industries/insurance-agency-software-chatgpt-project-management/): AgencyZoom documents task assignment. A dated insurance-buyer criterion and full vendor matrix separate that handoff from full project planning.
- [Is legal practice software with ChatGPT free?](https://docs.broadcastwell.com/answers/industries/legal-practice-software-chatgpt-free/): ChatGPT Free can research public legal-software information. A Clio task route has separate account conditions, distinct from a reached public-pricing page.