
How Do I Prove AI Visibility Work Is Driving Real Roofing Leads, Not Just Mentions?
Quick Answer: You prove AI visibility work is driving real roofing leads by connecting mention data to outcome data: track

Quick Answer: You prove AI visibility work is driving real roofing leads by connecting mention data to outcome data: track

Quick Answer: If AI has never mentioned your roofing company at all, audit crawlability and entity clarity first — in

Quick Answer: A roofing company’s AI visibility usually drops suddenly because of a website change that broke crawlability, a new

AI visibility for service businesses means getting named and recommended when customers ask ChatGPT, Claude, Gemini, or Google AI Overviews

Quick Answer: A citation gap is the set of relevant AI prompts where your business should be recommended but is

AEO services are the structured work of getting your business cited and recommended by AI answer engines like ChatGPT, Claude,

AEO services pricing in 2026 typically runs between $1,500 and $3,000 per month for service businesses, depending on how competitive

Quick Answer: To fix inaccurate or outdated information AI is saying about your roofing company, correct the source it relies

ChatGPT and Perplexity are growing at different rates, pull from different sources, and are used by different customer profiles —