The AI Visibility Gap
Of the 3,539 electricians tracked in New York, the average AI Trust Score is 36.4/100. The median sits at 37.0/100. Those numbers aren't low because New York electricians lack credentials. They're low because most contractors emit almost no structured signals that AI recommendation engines can read.
Every contractor in the dataset has a website. That's the good news. The problem is what those websites contain, or more precisely, what they're missing.
Only 15% of New York electricians have implemented JSON-LD structured data, the machine-readable markup that tells AI tools like ChatGPT, Perplexity, and Google's AI Overviews exactly who you are, where you operate, and why you're credible. That 15% adoption rate sits above the national cross-state average of 8.6%, but it still means 85% of New York electricians are functionally invisible to AI recommendation systems, regardless of how good their work is.
The score distribution confirms the scale of the problem:
| Score Tier | Share of NY Electricians |
|---|---|
| Excellent (80-100) | 0.6% |
| Good (60-79) | 16.1% |
| Fair (40-59) | 66.6% |
| Below 40 | 16.7% |
Eleven percent of tracked electricians, 377 contractors, score between 0 and 9. That's not a marginal visibility disadvantage. That's a complete absence of AI-readable identity.
The review data makes the gap starker. The median review count across all tracked NY electricians is 0.0: half of all contractors in the dataset have zero reviews indexed. The bottom 50% average just 9 reviews and score 24.7/100. The top 10% average 391 reviews and score 66.8/100. That's a 43.1x review gap between the contractors AI surfaces and the contractors it ignores.
This matters because AI systems aren't surfacing electricians based on proximity alone. They weight structured signals across three scoring categories: Identity (25 points: business name, address, and phone consistency), Legitimacy (35 points: reviews, ratings, and license and insurance verification), and Readability (40 points: website quality, JSON-LD markup, and mobile-friendliness). A contractor who scores well on all three is far more likely to appear in an AI-generated recommendation than one who merely has a functional website.
Within New York's contractor verticals, electricians average 40.8/100, slightly behind plumbers at 41.5/100, the state's leading vertical. The gap between verticals is narrow. The gap between individual contractors is not.
If you don't know where you stand, check your score at /find or browse the full New York electricians directory to see how your profile compares. The contractors who act on this data now are the ones AI tools will surface when a homeowner in your area asks for a recommendation tomorrow.
What AI Models Check
The AI Trust Score breaks into three categories. Each measures something distinct, and the weights aren't equal.
Identity (25 points) covers the basics: business name, address, and phone number consistency across your Google Business Profile, website, and third-party directories. AI systems cross-reference these signals to confirm you're a real, locatable business. Inconsistencies, a different phone number on Yelp than on your site, a mismatched address on your GBP, create ambiguity that AI models resolve by lowering confidence in your listing or ignoring it entirely.
Legitimacy (35 points) covers reviews, star ratings, and license and insurance verification. New York electricians average 4.44 stars across the dataset, which is competitive. The review volume tells a different story. The average review count is 104.0, but the median is 0.0. Half of all tracked NY electricians have zero indexed reviews. AI tools treat review volume as a proxy for established operation. A contractor with no reviews looks indistinguishable from one that opened last week.
Readability (40 points) is the highest-weighted category, and it's where New York electricians lose the most ground. This category scores website quality, mobile-friendliness, and JSON-LD structured data: the machine-readable markup that tells AI systems your business name, service area, hours, and credentials in a format they can parse without inference. Only 15% of New York electricians have implemented it. The other 85% have websites that humans can read but AI recommendation engines largely cannot.
The geographic data shows what happens when all three categories align, or fail to. Ransomville leads the state at 51.2/100. Astoria follows at 45.6/100, then Depew at 43.3/100, Tonawanda at 42.7/100, and Clarence at 42.4/100. At the bottom, Queens Village averages 12.0/100, New York City proper sits at 15.6/100, Bayside at 16.0/100, Jamaica at 18.0/100, and Glendale at 21.8/100.
That inversion, where smaller upstate markets outscore the five boroughs by a wide margin, isn't accidental. Denser markets have more contractors competing for the same AI visibility signals and, on average, fewer of them have invested in structured data or maintained clean identity records across listings.
Buffalo has 40 electricians tracked, the largest single-city concentration in the vertical. With that many contractors competing in one market, readability and legitimacy scores become the differentiator. A contractor in Buffalo with JSON-LD implemented and 100+ indexed reviews occupies a fundamentally different position than a competitor with a clean website and no structured markup.
Readability is fixable. Identity inconsistencies are correctable. Review gaps close with time and process. The full breakdown of what's driving scores across the state is available in the New York state report.
Score Distribution: Where 3,539 New York Electricians Actually Stand
The 30-39 score band holds more New York electricians than any other: 1,252 contractors, or 35% of the total tracked. That single band represents a market position that's neither invisible nor competitive. Contractors here have enough online presence to exist in AI indexes, but not enough structured signal to rank in AI-generated recommendations.
Here's the full distribution:
| Score Range | Contractors | Share |
|---|---|---|
| 0-9 | 377 | 11% |
| 10-19 | 8 | 0% |
| 20-29 | 425 | 12% |
| 30-39 | 1,252 | 35% |
| 40-49 | 836 | 24% |
| 50-59 | 307 | 9% |
| 60-69 | 277 | 8% |
| 70-79 | 35 | 1% |
| 80-89 | 22 | 1% |
| 90-100 | 0 | 0% |
Twenty-two contractors reach the Excellent tier (80-89). Zero score above 90. The ceiling hasn't been touched once across 3,539 tracked businesses.
The spread between tiers defines the competitive opportunity. The top 10% average 66.8/100 and carry an average of 391 reviews. The bottom 50% average 24.7/100 with just 9 reviews. That's a 42.1-point score gap and a 43.1x review gap between the contractors AI surfaces and the ones it doesn't.
NY Electricians vs. Other Verticals
Within New York, electricians average 40.8/100. That's slightly behind plumbers at 41.5/100, the state's leading vertical, but ahead of HVAC-R at 32.0/100, the lagging vertical. Electricians sit mid-pack, tied with the foundation vertical and ahead of general contractors at 33.7/100.
The vertical spread is narrow at the top. A 0.7-point gap separates electricians from the state's best-performing vertical. That means the fixes that move electricians aren't exotic: the same structured data and review volume improvements that lift plumbers above 41 would push electricians past them.
NY Electricians vs. Comparable States
New York electricians at 40.8/100 outperform every comparable U.S. state in the dataset:
- Texas: 35.7/100 across 16,902 businesses
- Pennsylvania: 23.5/100 across 756 businesses
- California: 21.5/100 across 1,918 businesses
That relative position reflects better average review accumulation and slightly higher identity consistency across NY listings, not structured data leadership. New York electricians have a real advantage today. It's not protected.
The JSON-LD Gap
New York electricians have 15% JSON-LD adoption, above the cross-state national average of 8.6%. That sounds like progress until you account for what 15% means in practice: 85 out of every 100 electricians in this state have no machine-readable markup on their websites.
Every contractor in the dataset has a website. Website presence is 100%. But a website without JSON-LD is a document written for humans. AI recommendation engines parse structured data. Without it, your hours, service area, license information, and business name don't exist in a format AI tools can confidently cite.
The Readability category carries 40 points, the highest weight in the scoring model. JSON-LD is its primary driver. The contractors bunched in the 30-39 band aren't there because they lack credentials or reviews. Most are there because their websites, despite being live and functional, contain no structured signals AI can read.
Having a website is the floor, not the differentiator. Fifteen percent of New York electricians have cleared it. The other 85% have built infrastructure AI can see but cannot read.
Check where you stand in the full New York electricians directory or run your profile at /find.
Action Steps: How to Improve Your AI Trust Score
The three scoring categories aren't equally weighted, and the fixes aren't equally difficult. Work in order of point impact.
1. Fix Readability First (40 points available)
Readability carries the most points in the model, and 85% of New York electricians are scoring well below the ceiling here. JSON-LD structured data is the single highest-impact technical change you can make.
JSON-LD is machine-readable markup embedded in your website that tells AI tools your business name, service area, hours, license status, and contact information in a format they can parse directly. Without it, AI systems have to infer those details from unstructured text. Most of the time, they don't bother.
Fifteen percent of NY electricians have implemented it. That means if you add JSON-LD today, you immediately join a minority that AI recommendation engines can actually read.
Two additional factors contribute to your Readability score: mobile-friendliness and page speed. Both are testable for free via Google's PageSpeed Insights. A slow, unresponsive site on mobile suppresses your score in this category regardless of what your markup says.
Actions:
- Add JSON-LD structured data to your website (affects up to 40 points)
- Test mobile performance and fix load time issues
- Confirm your structured data is valid using Google's Rich Results Test
2. Build Legitimacy Through Reviews and Verification (35 points available)
The review data is the clearest signal of where most NY electricians are losing Legitimacy points. The average review count is 104.0. The median is 0.0. Half of all tracked electricians in this state have no indexed reviews at all.
The top 10% of NY electricians average 391 reviews. The bottom 50% average 9. That 43.1x gap is the primary driver of the score separation between the contractors AI surfaces and the ones it ignores.
AI tools weight review volume as evidence of sustained, legitimate operation. A contractor with no reviews is indistinguishable from one that hasn't worked a job yet.
License and insurance verification also factors into Legitimacy. If your credentials aren't confirmed and publicly accessible, you're leaving points in this category unclaimed.
Actions:
- Build a post-job review request process (text or email prompt immediately after completion)
- Confirm your license and insurance documentation is current and verifiable online
- Respond to existing reviews: engagement signals active operation
3. Lock Down Identity Consistency (25 points available)
Identity covers your business name, address, and phone number across every platform where you appear. Google Business Profile, your website, Yelp, Angi, and any other directory must show identical information. Any inconsistency creates ambiguity AI models resolve against you.
Contractors in Ransomville average 51.2/100, the highest city average in the state. Queens Village averages 12.0/100, the lowest. Clean, consistent identity signals across listings are a measurable part of that gap.
Actions:
- Audit your NAP across Google Business Profile, your website, and every directory listing
- Correct mismatches in phone number format, address abbreviation, or business name spelling
- Claim any unclaimed directory listings and bring them into alignment
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Check your current score at /find to see exactly which category is holding you back.
Frequently Asked Questions
What is an AI Trust Score and why does it matter for New York electricians?
An AI Trust Score measures how legible your business is to AI recommendation engines like ChatGPT, Perplexity, and Google's AI Overviews. It scores across three categories: Identity (25 points), Legitimacy (35 points), and Readability (40 points). The average score among New York's 3,539 tracked electricians is 36.4/100, which means the typical contractor in this state is largely invisible to the AI tools homeowners increasingly use to find service providers.
How does JSON-LD structured data affect my score?
JSON-LD is the primary driver of your Readability score, the highest-weighted category at 40 points. Only 15% of New York electricians have implemented it, meaning 85% have websites that AI systems can see but cannot reliably parse for business details like service area, hours, or license status. Adding JSON-LD is the single highest-impact technical change available to most NY electricians right now.
How many reviews do I need to compete in AI search results?
The top 10% of New York electricians average 391 reviews and score 66.8/100. The bottom 50% average just 9 reviews and score 24.7/100. That's a 43.1x review gap. The median review count across all 3,539 tracked NY electricians is 0.0, meaning half of all contractors in the state have no indexed reviews at all. Volume matters: AI tools treat review count as evidence of sustained, legitimate operation.
Does location affect my AI visibility score?
Yes, significantly. Ransomville leads all New York cities at 51.2/100. Queens Village sits at the bottom at 12.0/100. That's a 39.2-point gap between the state's top and bottom city averages. Denser markets tend to score lower on average because more contractors compete for the same visibility signals while fewer have invested in structured data or clean identity records.
How do I find out where I stand?
Check your score at /find. The tool pulls your current Identity, Legitimacy, and Readability breakdown so you can see exactly which category is holding you back. Only 0.6% of New York electricians currently score in the Excellent tier (80-100). No contractor in the state has broken 90. The ceiling is open.