Coqui Plumbing has 84 Google reviews at 4.8 stars on coquiplumbing.com. No AggregateRating schema surfaces this. When a homeowner in Allentown Lehigh Valley asks ChatGPT, Perplexity, or Google AI Overview for a recommended plumbing company, the AI cites whoever has structured review data -- not the highest-reviewed operator. Coqui Plumbing has 84 real reviews that represent real customers. None of that social proof is structured for AI extraction.
AI SEO — the section we always show in full
No AggregateRating schema for 84 reviews at 4.8 stars | No LocalBusiness schema for Allentown Lehigh Valley service territory | No Service schema
- Coqui Plumbing has 84 Google reviews at 4.8 stars on coquiplumbing.com. No AggregateRating schema surfaces this. When a homeowner in Allentown Lehigh Valley asks ChatGPT, Perplexity, or Google AI Overview for a recommended plumbing company, the AI cites whoever has structured review data -- not the highest-reviewed operator. Coqui Plumbing has 84 real reviews that represent real customers. None of that social proof is structured for AI extraction.
- Coqui Plumbing covers residential plumbing. These are separate buyer categories with different search intent, different decision timelines, and different competitors in AI-mediated results. No Service schema separates any of the service categories on coquiplumbing.com. The breadth is the business model -- it is not declared in any structured data the site serves.
- A homeowner searching for the best plumbing company in Allentown Lehigh Valley is conducting a trust evaluation. Reviews, years in business, licensing, and service areas are the verification signals. Coqui Plumbing holds all of these. AggregateRating schema, LocalBusiness schema, and Organization schema are how AI systems parse those signals. None are present on coquiplumbing.com.
The full scorecard
Nine sections, 122 checks. One section unlocked below — book a call for the rest, same as every business we score.
Revenue-opportunity figures are model estimates, not a deterministic calculation, and are never used as a headline claim on their own.