What AI models look for in a 'best' query
When a user asks ChatGPT or Google AI Overviews 'who's the best roofer in Brentwood', the model is weighting:
1. Independent third-party mentions — listicles, directories, news articles, Reddit threads naming you as a top option. 2. Review volume + sentiment across multiple platforms — not just Google. 3. Entity clarity on your own site — schema, FAQ, clear service descriptions. 4. Content authority — do you have published opinions, case studies, or guides on the topic? 5. Brand mentions across the wider web — even without links.
Notice what's not on that list: AdWords spend, link velocity, keyword density. The 'best in city' answer is increasingly a citation-and-reputation game.
Why being #1 in the map pack isn't enough anymore
Map-pack ranking is a Google-internal signal. AI models read Google results, but they also read everything else — and they often weight independent sources higher than Google's own ranking. We've seen Brentwood businesses ranked #1 in the map pack who don't appear in any AI Overview for their category, because they have zero third-party citations and a thin 'About' page.
The inverse is also true: businesses ranked #4–#8 in the map pack who appear in every ChatGPT answer for their category because they show up in 3 listicles, have a Clutch profile with 12 reviews, and have a podcast appearance.
How to earn shortlist status in 6–12 months
- Get on 3–5 niche directories and listicles that rank for your category in Brentwood — Clutch, GoodFirms, Houzz, BBB, vertical-specific directories.
- Earn 20+ reviews across Yelp, BBB, and category-specific platforms — not just Google.
- Publish a 'best [service] in Brentwood' page on your own site with honest opinions (yes, naming yourself among the options).
- Pitch 1–2 local podcasts, contribute to 1–2 industry roundup articles per quarter.
- Get a Wikipedia, Crunchbase, or LinkedIn company page with consistent NAP and category descriptions.
- Add FAQ schema to every page answering buyer-intent questions about your category.
The 'best in Brentwood' page on your own site
Counterintuitively, publishing a 'best [service] in Brentwood' page on your own site — naming 4–6 actual local competitors alongside yourself and giving honest assessments — is one of the highest-leverage AI citation moves. AI models love comparison content, and they cite the page that's evaluating the market, not the page selling one option. Your business being one of the named options is the goal.