Report Summary
AI recommended a competitor. Not this business.
This preview analyzes 11 of 104 citation factors that determine whether AI systems recommend your company or your competitors.
The Anchor Query
The email you replied to tested your city's HVAC query through ChatGPT. But that's not the query that costs you jobs.
→ Try it yourself: open ChatGPT on your phone and type this exact query.
When a homeowner needed emergency AC repair tonight, AI named [Competitor]. Your company was not mentioned. Cooling season is here now.
Supporting Evidence
Your competitors have more reviews, and more recent ones.
When a homeowner asks AI for the best HVAC company in your area, review count and recency are two of the primary signals AI uses to rank recommendations. More reviews, posted more recently, means more AI citations.
Check this now: search your business name on Google and look at your most recent review date.
Your site doesn't say you're available 24/7, and the company AI recommends does.
When a homeowner's AC fails at 10pm and they ask AI for emergency HVAC help, AI surfaces whoever signals availability. If your site doesn't say you're available, AI won't recommend you for the calls that convert fastest.
Homeowners who find you through AI can't book online.
AI-referred traffic arrives with high intent. If there's no friction-free path to book on mobile, that intent goes to whoever makes it easy.
What This Gap Costs You
In September 2025 alone, ~700 homeowners in a typical mid-size metro ran "emergency AC repair [City]" through Google. (Representative figure — typical search volume for a mid-size US market. Source: keyword volume data.) Emergency AC search volume swings sharply with the season, and that peak window is when AI citation visibility translates directly into booked jobs.
What this gap costs your company, in jobs, not abstractions.
One replacement job at $9,500 pays for this report 19 times over. (Representative figure — typical HVAC replacement job value for a mid-size US market.)
Every month your company is absent from AI answers, [Competitor] is getting the call at 10pm. They're booking the replacement job. You're not.
Full Report
This Preview Tested 11 of 104 Citation Factors.
The preview you just read identified 3 gaps across 11 factors: AI citation presence, review count and recency, availability signaling, and GBP completeness. The full 104-factor report covers schema markup, emergency content depth, manufacturer dealer page status, maintenance agreement content structure, local citation consistency, competitor gap analysis across 3 named companies, mobile booking path audit, and 3 prioritized implementation fixes.
The full report tells you exactly why [Competitor] gets cited and you don't, and gives you the 3 highest-impact fixes.
$499. One-time. No retainer. Delivered within 48 hours of your order.