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What do our AI answer industry benchmarks show?

Broadcastwell measures and fixes whether AI search engines name B2B software companies.

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Our AI answer industry benchmarks set fourteen B2B software categories side by side from one dated sample: 286 checked vendors, 2,095 valid answers captured on 22 and 23 September 2026, ten fixed buyer questions per category and three runs on each of five engines. Naming concentration ran from 30.8% in transportation management to 67.0% in CRM.

Updated 9 November 2026.

The five engines are ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode. Every figure below is published in the September release of the Absence Index or in the source tables of our report on it, with its count and base. The question bank and the checked vendor set are fixed, not a probability sample of buyers or vendors, and the repeats can be dependent. Read a row as what the engines answered to those questions on those dates.

The fourteen categories, September 2026

Category Checked vendors Valid answers Named most (count, share, 95% interval) Top three share of names Answers with no cited entry Vendor-site share of citations
Construction software 22 150 Procore, 109 of 150, 72.7% (65.0% to 79.2%) 48.5% (44.3% to 52.6%) 2 of 150 46.9%
CRM software 10 150 HubSpot CRM, 113 of 150, 75.3% (67.9% to 81.5%) 67.0% (62.7% to 71.1%) 6 of 150 23.9%
Dealership software 22 150 CDK Global, 90 of 150, 60.0% (52.0% to 67.5%) 38.7% (35.0% to 42.6%) 2 of 150 21.7%
Dental software 20 149 Dentrix, 120 of 149, 80.5% (73.4% to 86.1%) 47.6% (44.1% to 51.2%) 2 of 149 28.0%
Field service software 22 150 Housecall Pro, 108 of 150, 72.0% (64.3% to 78.6%) 46.4% (42.3% to 50.4%) 9 of 150 43.9%
Hotel software 25 149 Cloudbeds, 115 of 149, 77.2% (69.8% to 83.2%) 42.0% (38.0% to 46.2%) 2 of 149 39.1%
Insurance agency software 19 150 Applied Systems, 127 of 150, 84.7% (78.0% to 89.6%) 55.3% (51.3% to 59.2%) 1 of 150 23.4%
Legal practice software 21 150 Clio, 126 of 150, 84.0% (77.3% to 89.0%) 47.8% (43.9% to 51.8%) 1 of 150 26.2%
Loan origination software 25 150 nCino, 92 of 150, 61.3% (53.3% to 68.8%) 42.0% (38.0% to 46.2%) 0 of 150 27.2%
Project management software 10 150 Asana, 97 of 150, 64.7% (56.7% to 71.9%) 54.2% (49.5% to 58.8%) 5 of 150 23.6%
Property management software 22 148 Buildium, 119 of 148, 80.4% (73.3% to 86.0%) 48.7% (44.7% to 52.7%) 3 of 148 49.0%
Radiology software 24 150 Sectra, 87 of 150, 58.0% (50.0% to 65.6%) 40.5% (36.5% to 44.6%) 1 of 150 22.1%
Transportation software 25 150 AscendTMS, 64 of 150, 42.7% (35.0% to 50.7%) 30.8% (27.1% to 34.9%) 4 of 150 22.2%
Veterinary software 19 149 ezyVet, 115 of 149, 77.2% (69.8% to 83.2%) 44.9% (41.0% to 48.9%) 1 of 149 30.8%
All fourteen 286 2,095 not pooled not pooled 39 of 2,095 30.5%

The top three share is the three most-named vendors' names over all checked-vendor names in that category, from our vendor concentration table; an answer can name several vendors. The vendor-site share uses the post-audit source classes over every cited entry. We do not pool the most-named vendor across categories, because each category has its own checked set and its own questions.

What the spread tells a buyer

Measured. Vendor sites carried 49.0% of citations in property management software answers and 21.7% in dealership software. The most answers without any cited entry came in field service software: 9 of 150. Five target attempts were excluded across all categories, every one a Google AI Overviews attempt, and excluded attempts leave both the count and the base.

Reasoned. A category where a few vendors take most of the names is harder to enter from outside that group, and a category where vendor sites carry most citations puts more weight on a vendor's own pages. Neither pattern says why an engine answered as it did, and neither predicts the next capture. Our registered persistence study waits for comparable releases before comparing standings over time; see does low presence persist.

Where to go from a row

Each category name opens our service page for that industry, with its two quoted buyer questions, the engine-by-engine counts and what each offer would do there. The Index keeps the full category records with every question and vendor, and our industry answers explain absences and cited hosts for each category. For one engine at a time, start with our page on ChatGPT visibility.

Sources

Related: our insight on concentrated visibility discusses what a high share means, and our service model lists the offers each row links to.

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Read the current ladder and terms dated 26 October 2026. Orders placed before 26 October 2026 keep the terms shown at purchase.