Weekly reports on how ChatGPT, Claude, Perplexity, and Gemini actually recommend real businesses. Probed live. No opinions — just the numbers.
How ChatGPT, Claude, Perplexity, and Gemini recommend hotels and motels across US markets.
Lodging operators, OTA growth teams, GEO researchers.
How AI engines pick a dentist when someone searches "best dentist in {city}", "Invisalign", "dental implants", "emergency dentist".
Dental practice owners, dental SEO agencies, healthcare GEO researchers.
How AI engines recommend personal injury attorneys for car / motorcycle / truck accidents, slip-and-fall, medical malpractice, and wrongful death.
PI law firm partners, legal marketing agencies, lead-gen platforms.
How AI engines recommend HVAC contractors for emergency AC repair, heat pump installation, furnace replacement, and commercial work.
HVAC contractors, home-services SaaS, Angi / HomeAdvisor competitors.
How AI engines recommend med spas for Botox, fillers, CoolSculpting, microneedling, Morpheus8, laser, semaglutide weight loss.
Med spa owners, aesthetic medicine marketers, RealSelf-adjacent platforms.
How AI engines recommend wedding venues by type (barn, winery, rooftop, mansion), guest count, and budget.
Wedding venue operators, wedding industry SaaS (The Knot / Zola competitors), event marketers.
For each market (city × industry), we probe four AI engines with 15 hand-curated holiday/shopper search queries. Engine coverage = the % of queries that returned a specific named business (not a refusal or generic link). Rank movement compares the earliest and latest snapshot inside each report's trailing window. Each weekly URL is frozen — the numbers you see today will be the numbers there in five years.