THE AI SHORTLIST BLOG

More booked jobs, and the reason AI names someone else

17 guides for HVAC owners, built on 2026 data. What a lead actually costs, which numbers decide your job count, and how ChatGPT, Google AI Mode, Perplexity and Gemini choose which company to recommend. Every figure names its source so you can check it yourself.

MONEY

HVAC maintenance plans: 70% of your market has none

Only 30% of homeowners schedule preventative maintenance, so 70% of your market is uncontracted. Plan members carry 2.4 to 3.1 times the lifetime value of a one-time customer.

8 MIN READ Read →
REVIEWS

The 2026 review floor: 20 reviews, 4.5 stars, 3 months old

47% of consumers will not use a business with fewer than 20 reviews. 31% only use 4.5 stars or higher. 74% look for reviews from the last three months. Three numbers decide whether you are in the running.

7 MIN READ Read →
GETTING THE CALL

What it costs to be left off the AI shortlist, in dollars

45% of consumers ask AI. An answer names two or three companies. 72% of buyers look at three or fewer businesses before deciding. Run those three numbers together and the loss has a price tag.

9 MIN READ Read →

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