Harlingen, Texas
Complete analysis of 168 contractors across 2 trades.
**MARKET MATURITY: Emerging** — At 0% AI-ready, Harlingen is an emerging market—early adopters haven't yet established dominance. Maximum opportunity for those who act now.
- •100% of contractors in Harlingen are invisible to AI systems
- •General Contractor lead with 0% AI-ready
- •Harlingen ranks -4.4 points below Texas average
- •Only 8% have proper schema markup
"What we're seeing in Harlingen is typical of smaller Canadian markets — contractors who've built great reputations through word-of-mouth are now invisible to the AI systems their future customers are using. The opportunity here is massive for first movers."
— Simon Bergeron, Co-Founder, VerifiedNode
Top Performers by Trade
Scores based on Verified Node AI Trust Index
The Digital Divide
Of 168 contractors in Harlingen, only 0 (0%) have the digital signals AI assistants surface. The other 168 are effectively invisible when consumers ask ChatGPT for recommendations.
Market Analysis
Harlingen offers an accessible market with 168 contractors across 2 trades. AI competition is low—only 0% are optimized. Now is the time to act.
Provincial Comparison
58 cities analyzed
Schema Opportunity
Only 8% of contractors in Harlingen have structured data—that's 155 competitors invisible to AI systems. Adding JSON-LD schema is a quick win with immediate impact.
The Review Paradox
Top 10% contractors in Harlingen average 183 reviews vs 2 for the bottom 50% — that's 91.5x more. But here's the catch: some businesses with lots of reviews still score poorly (24.3/100 AI score). Reviews alone aren't enough.
Recommended Actions
Score Distribution
Vertical Comparison
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| Trade | Businesses | Avg Score | AI-Ready | Website | Schema | Competition | Top Performer | |
|---|---|---|---|---|---|---|---|---|
| General Contractor | 84 | 33.7 | 0% | 100% | 8% | Low | General HVAC LLC 74/100 | |
| General-contractor | 84 | 33.7 | 0% | 100% | 8% | Low | General HVAC LLC 74/100 |
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Methodology
This analysis aggregates data from 168 contractors across 2 trades in Harlingen. Scores are calculated using our proprietary AI Trust Index.
Google Maps data via Apify