The AI Visibility Gap
Every Pennsylvania electrician in our dataset has a website. Only 14% have structured data that AI assistants can actually read.
That gap explains almost everything about the score distribution. Among 756 tracked electricians in the state, the average AI Trust Score sits at 38.6/100, with a median of 37.0/100. A website is necessary, but it is not sufficient. AI systems like ChatGPT, Perplexity, and Google AI Overviews don't browse your site the way a human does. They parse machine-readable signals: JSON-LD structured data, consistent business identity across platforms, verified reviews. Most Pennsylvania electricians provide none of these.
The tier breakdown makes the scale of the problem concrete:
| Score Tier | Range | Share of Contractors |
|---|---|---|
| Excellent | 80-100 | 0.7% |
| Good | 60-79 | 15.7% |
| Fair | 40-59 | 71.7% |
| Below average | Under 40 | 11.9% |
Only 0.7% of electricians score in the Excellent tier. Nearly 12% score below 40. The majority, 71.7%, are clustered in the Fair range: visible enough to have a web presence, but invisible to AI systems that depend on structured signals to recommend service providers.
The review data tells the same story from a different angle. The median review count across all 756 contractors is 0.0. That is not a formatting anomaly. More than half of tracked Pennsylvania electricians have no review data that AI systems can surface and interpret. Reviews feed directly into the Legitimacy category, which carries 35 of the 100 possible points in the scoring model.
The full scoring breakdown is:
- Identity (25 points): business name, address, and phone consistency across platforms
- Legitimacy (35 points): review volume, ratings, license and insurance verification
- Readability (40 points): website quality, JSON-LD structured data, mobile-friendliness
Readability carries the most weight, and JSON-LD adoption is its most actionable component. With only 14% of Pennsylvania electricians implementing structured data, 86% are effectively invisible on the dimension that matters most.
The performance gap between contractors who have addressed these signals and those who haven't is measurable. The top 10% of electricians in the state average 66.1/100. The bottom 50% average 29.6/100. Top performers also carry 6 times more reviews than bottom-tier contractors, compounding their advantage in the Legitimacy category.
This is not a technology problem. It is a structured information problem. AI assistants will recommend electricians who make their credentials, location, and reputation easy to parse. Contractors who don't provide that information get passed over, regardless of how good their work is.
You can see where you stand in the full Pennsylvania electricians directory or pull your individual score at /find. The full state analysis is available in the Pennsylvania market report.
What AI Models Actually Check
The 38.6/100 average score across Pennsylvania electricians reflects three specific scoring categories. Understanding the weight of each one explains why having a website is not the same as being visible to AI.
Identity: 25 Points
Identity measures whether your business information is consistent across platforms: your name, address, and phone number on Google Business Profile, Yelp, your website, and third-party directories. Discrepancies between these sources signal unreliability to AI systems. A disconnected suite of listings, even if each one individually looks fine, creates conflict that reduces your Identity score.
This category is the foundation. You cannot build Legitimacy or Readability scores on top of an inconsistent identity.
Legitimacy: 35 Points
Legitimacy is the highest-stakes category after Readability. It pulls from review volume, ratings, and license and insurance verification status.
The average Pennsylvania electrician carries a 4.64-star rating across 34 reviews. The rating is respectable. The volume is not. Thirty-four reviews is a thin sample for a service business, and the median review count of 0.0 means more than half of tracked contractors have no reviewable history that AI can surface at all.
AI assistants don't interpret star ratings in isolation. They weigh credibility by the volume of evidence behind that rating. A contractor with 4.9 stars from 6 reviews ranks behind a competitor with 4.6 stars from 80 reviews on every AI platform that factors confidence intervals into its recommendations.
License and insurance verification compounds the gap further. Contractors who have confirmed credentials available in structured form receive full credit. Those who don't are scored down even if they hold valid licenses, because AI systems can only work with what they can confirm.
Readability: 40 Points
Readability carries the largest single share of the score, 40 points, and JSON-LD structured data is its most actionable component.
JSON-LD is a markup format that tells search engines and AI systems exactly what your business is, what services you offer, where you operate, and how to contact you. Without it, AI assistants must infer that information from unstructured page content, and they frequently get it wrong or skip the business entirely.
Only 14% of Pennsylvania electricians have JSON-LD implemented. That is above the national average of 8.6% across all tracked markets, and substantially above the general contractor vertical in Pennsylvania, where adoption sits at 0%. But 14% still means 86% of PA electricians are operating without the primary signal Readability measures.
The website-score disconnect makes this concrete: 100% of Pennsylvania electricians in the dataset have a website. The average AI Trust Score is still only 38.6/100. A website that isn't machine-readable doesn't register as a trust signal. It registers as noise.
Mobile-friendliness and overall site quality account for the remainder of the Readability category. Both are necessary, but JSON-LD is the gap where most Pennsylvania electricians lose the most points the fastest.
Pull your score at /find to see exactly where your breakdown lands across all three categories.
Scoring Deep-Dive
The full score distribution across 756 Pennsylvania electricians shows how tightly clustered the field is at the bottom.
| Score Band | Contractors | Share |
|---|---|---|
| 10-19 | 5 | 1% |
| 20-29 | 157 | 21% |
| 30-39 | 309 | 41% |
| 40-49 | 149 | 20% |
| 50-59 | 63 | 8% |
| 60-69 | 60 | 8% |
| 70-79 | 9 | 1% |
| 80-89 | 3 | 0% |
| 90-100 | 1 | 0% |
Sixty-two percent of the state's tracked electricians score between 20 and 39. That band represents contractors who have a web presence and some business identity consistency, but almost nothing in the Readability category. With 86% of PA electricians lacking JSON-LD, most of those scores stop climbing at the exact point where structured data would begin adding points.
Only 4 contractors in the entire state have scored above 79. One has cleared 90. No contractor has reached 100.
Where Pennsylvania Stands Regionally
Pennsylvania's 38.6/100 average places it in the middle tier of comparable tracked markets:
- New York: 40.1/100
- Pennsylvania: 38.6/100
- Illinois: 37.2/100
- Texas: 35.7/100
PA outperforms both Illinois and Texas, and trails New York by 1.5 points. The margins are narrow because none of these states have solved the structured data problem. New York's JSON-LD adoption for electricians matches Pennsylvania's exactly at 14%. The difference in average score comes down to marginal gains in Identity and Legitimacy, not a fundamentally different approach to AI readiness.
Pennsylvania's 14% JSON-LD adoption does outpace the national tracked average of 8.6% across all 66 tracked markets and 74,651 businesses. That is a relative advantage. It still leaves an estimated 650-plus Pennsylvania electricians operating without structured data.
The Performance Gap
The distance between the top 10% and the bottom half of the state is not marginal.
Top 10% of PA electricians:
- Average score: 66.1/100
- Average reviews: 72
Bottom 50% of PA electricians:
- Average score: 29.6/100
- Average reviews: 12
Top performers carry 6 times more reviews than bottom-tier contractors. That gap feeds directly into Legitimacy, which carries 35 points in the scoring model. A contractor averaging 72 reviews has enough volume to establish statistical credibility with AI systems. A contractor averaging 12 reviews does not, regardless of what those reviews say.
The score gap of 36.5 points between the top 10% and the bottom 50% is not explained by one missing element. It reflects compounding advantages: consistent identity signals, higher review volume, verified credentials, and structured data implementation all reinforcing each other.
City-Level Patterns
Pittsburgh and Philadelphia, the two largest markets in the state, both sit within a single point of the state average:
- Pittsburgh: 39.0/100
- Philadelphia: 38.3/100
Neither city shows a meaningful advantage over the other, or over the state as a whole. The structural problem, low JSON-LD adoption, insufficient review volume, inconsistent identity signals, is distributed evenly across the state rather than concentrated in smaller markets.
That uniformity matters. It means the gap is not a market-size problem. Electricians in Pittsburgh and Philadelphia have access to more potential reviewers, more directory listings, and more local press coverage than contractors in smaller Pennsylvania markets. They are not converting those advantages into AI visibility at a meaningfully higher rate.
The opportunity sits in the same place across the state: Readability, specifically JSON-LD, is where 86% of Pennsylvania electricians are leaving points on the table. Check your individual breakdown at /find or browse the full Pennsylvania electricians directory to see how your score compares within your market.
Action Steps
The average Pennsylvania electrician scores 38.6/100. The top 10% average 66.1/100. That 27.5-point gap is not random: it maps directly onto three fixable categories, ranked here by the points at stake.
1. Readability: Up to 40 Points
Readability carries the largest share of the score, and JSON-LD structured data is where 86% of Pennsylvania electricians are losing ground immediately.
JSON-LD tells AI systems exactly what your business is, what services you offer, where you operate, and how to contact you. Without it, AI assistants work from unstructured content and frequently skip you entirely. Adding correctly implemented JSON-LD to your site is the single highest-leverage fix available to most PA electricians.
Look at the contrast: general contractors in Pennsylvania sit at 0% JSON-LD adoption and average 35.7/100 across the vertical. Pennsylvania electricians are at 14% adoption and average 38.6/100. That 14-point adoption gap produces a 2.9-point score gap, with room for much larger gains as individual contractors close it fully.
After JSON-LD, mobile optimization and page speed are the next Readability factors. Both are necessary. Neither closes as large a gap as structured data for the majority of contractors.
Fix sequence:
- Implement JSON-LD schema (LocalBusiness, ElectricalContractor)
- Confirm mobile rendering on at least two devices
- Run a core web vitals check and address load time issues
2. Legitimacy: Up to 35 Points
The median review count across all 756 tracked Pennsylvania electricians is 0.0. More than half of the state's contractors have no review history that AI systems can surface and interpret.
Top 10% performers average 72 reviews. The bottom 50% average 12. That 6x gap in volume feeds directly into Legitimacy, which is the second-largest scoring category at 35 points. AI systems don't treat a 5.0 rating from 4 reviews the same as a 4.6 rating from 80 reviews: volume is part of the credibility signal.
License and insurance verification adds to this category as well. If your credentials are valid but not available in structured, confirmable form, you receive no credit for them.
Fix sequence:
- Request reviews from recent customers systematically, not occasionally
- Confirm your license and insurance status is surfaced and verifiable on your website and GBP
- Target a minimum of 30 reviews to clear the average: 72 to reach top-10% territory
3. Identity: Up to 25 Points
Identity measures NAP consistency: your business name, address, and phone number across Google Business Profile, Yelp, your website, and third-party directories. Discrepancies between these sources reduce your score regardless of how strong your Readability and Legitimacy signals are.
Fix sequence:
- Audit your name, address, and phone number on every active listing
- Correct any inconsistencies, including suite numbers, abbreviations, and phone format
- Claim any unclaimed directory profiles before outdated data becomes entrenched
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The full picture of where your score breaks down across all three categories is available at /find. The Pennsylvania electricians directory shows how your score compares within the state, and the Pennsylvania market report provides broader context. The fixes above are ordered by point impact: start with Readability, specifically JSON-LD, and work down the list.
Frequently Asked Questions
What is an AI Trust Score?
An AI Trust Score is a 100-point measure of how legible your business is to AI-powered search tools like ChatGPT, Perplexity, and Google AI Overviews. The score breaks into three categories: Identity (25 points, covering name, address, and phone consistency), Legitimacy (35 points, covering reviews, ratings, and verified credentials), and Readability (40 points, covering website quality, JSON-LD structured data, and mobile-friendliness). Pennsylvania electricians currently average 38.6/100. Check your score at /find.
How do AI assistants decide which electricians to recommend?
AI systems don't browse websites the way humans do. They parse structured signals: consistent business identity across platforms, review volume, license verification, and machine-readable markup like JSON-LD. The median review count among Pennsylvania's 756 tracked electricians is 0.0, meaning more than half have no reviewable history AI can surface. Contractors who provide structured, confirmable information get recommended. Those who don't get skipped.
What is JSON-LD and why does it matter for electricians?
JSON-LD is a markup format embedded in your website that tells AI systems precisely what your business is, what services you offer, and where you operate. Without it, AI assistants infer that information from unstructured content and frequently get it wrong. Only 14% of Pennsylvania electricians have JSON-LD implemented. That is above the national tracked average of 8.6%, but it still leaves roughly 650 PA electricians without the primary signal in the Readability category.
How do Pennsylvania electricians compare to other states?
Pennsylvania's 38.6/100 average places it above Illinois (37.2/100) and Texas (35.7/100), and 1.5 points behind New York (40.1/100). The margins are narrow because none of these states have meaningfully solved the JSON-LD problem. New York's structured data adoption matches Pennsylvania's exactly at 14%.
What is the fastest way to improve AI visibility?
Implement JSON-LD structured data first. It sits inside the Readability category, which carries 40 of the 100 possible points. Only 1 Pennsylvania electrician currently scores between 90 and 100. The top 10% average 66.1/100, compared to 29.6/100 for the bottom half. That gap is largely explained by structured data, review volume, and consistent identity signals: all fixable. Start at /find to see your current breakdown.