You think your reputation speaks for itself. Here is what AI actually heard when Kodec asked three company-specific questions about Air Tech of Houston AC & Plumbing on 2026-08-07.
The entity legibility scorecard
9 of 11 business attributes were both surfaced and verified
Kodec Type E capture and first-party/GBP comparison, 2026-08-07
distinct business attributes surfaced by at least one engine
Three-query capture battery, 2026-08-07
unique cited source domains across both engines
Captured citations, 2026-08-07
2 of 2 engines recognized Air Tech of Houston AC & Plumbing; the six engine answers surfaced 9 of 11 tracked attributes, and Kodec verified 9 against the captured business profile or company website.
What ChatGPT saw
ChatGPT recognized Air Tech of Houston AC & Plumbing in 3 of 3 captured answers. It mentioned 9 tracked attributes, verified 9, and produced an engine-level legibility score of 82%.
- Attributes mentioned: services, service area, hours, address, rating, reviews, pricing, specialties, years in business.
- Attributes verified: services, service area, hours, address, rating, reviews, pricing, specialties, years in business.
- Attributes missing: phone, license number.
- Cited domains: airtechofhouston.com, trustindex.io, prosgrade.com, reviews.birdeye.com, bestprosintown.com, reddit.com, airtechofkaty.com, angi.com, houzz.com.
What Google AI Mode saw
Google AI Mode recognized Air Tech of Houston AC & Plumbing in 3 of 3 captured answers. It mentioned 6 tracked attributes, verified 6, and produced an engine-level legibility score of 55%.
- Attributes mentioned: services, hours, rating, pricing, specialties, years in business.
- Attributes verified: services, hours, rating, pricing, specialties, years in business.
- Attributes missing: service area, phone, address, reviews, license number.
- Cited domains: google.com, airtechofhouston.com, nextdoor.com, m.yelp.com, bbb.org, mapquest.com, book.servicetitan.com, yelp.com, pmmag.com, trustindex.io, facebook.com.
Claims the reference facts did not verify
Every tracked attribute claim in the captured answers matched a captured first-party or GBP fact.
- No tracked verification gaps were found in this capture.
What AI still could not see
Across both engines, 2 of the 11 tracked attributes never appeared: phone, license number.
- phone: absent from all six captured engine answers.
- license number: absent from all six captured engine answers.
What this snapshot measures
This Type E audit compared three dated prompts, two answer engines, 18 cited domains, and 11 defined business attributes. A point counted only when an engine mentioned the attribute and the claim matched the captured company website or Google Business Profile data.