The AI Visibility Gap
1,021 of Florida's 1,827 painters score between 0 and 9 out of 100 on AI Trust Score. That's 56% of the state's painting contractors who are, for practical purposes, undetectable to AI-powered recommendation engines like ChatGPT, Google's AI Overviews, and Perplexity.
The state's median AI Trust Score is 0.0/100. The average is 19.8/100. Those two numbers together tell a clear story: a small group of contractors is pulling the average up, while the majority contribute nothing.
This is not a reputation problem. It's a data infrastructure problem.
AI assistants don't browse websites the way humans do. They pull from structured, verifiable signals: JSON-LD schema markup, consistent NAP (name, address, phone) data across directories, verified reviews, and machine-readable identity signals. Without those inputs, your business simply doesn't register, regardless of how good your work is.
The website illusion is real. 100% of Florida painters in this dataset have a website. Yet 60.4% score below 40, and more than half score in the 0-9 range. A website is not the same as being AI-readable. If your site lacks structured data, AI systems cannot parse what you do, where you operate, or whether you're a credible business.
Only 13% of Florida painters have implemented JSON-LD, the structured data format that makes business information machine-readable. That's above the national average of 8.6% across all tracked markets, but well below what's needed for meaningful AI visibility.
How Florida compares to other states:
| State | Avg AI Trust Score | JSON-LD Adoption |
|---|---|---|
| New York | 36.4/100 | 14% |
| California | 21.5/100 | 11% |
| Florida | 19.8/100 | 13% |
Florida trails New York by 16.6 points on average score, despite comparable JSON-LD adoption rates. The gap points to weaker performance across the Legitimacy and Readability scoring categories, which together account for 75 of the 100 available points.
The AI Trust Score breaks down across three weighted categories: Identity (25 points: business name, address, and phone consistency), Legitimacy (35 points: reviews, ratings, and license or insurance verification), and Readability (40 points: website quality, JSON-LD structured data, and mobile-friendliness).
The performance gap between Florida's top and bottom contractors reflects these exact inputs. The top 10% average 67.9/100. The bottom 50% average 0.0/100. That gap is not explained by years in business or quality of work. It's explained by which contractors have invested in the data signals AI systems require.
You can see where every Florida painter stands in the state directory or pull the full statewide breakdown in the Florida market report. To check your own score, go to /find.
What AI Models Check
The AI Trust Score is built on three categories. Understanding how each is weighted explains why so many Florida painters are invisible to AI systems, even those with functioning websites and strong reputations.
Identity: 25 points
Identity covers NAP consistency: whether your business name, address, and phone number match across your website, Google Business Profile, and third-party directories. AI systems cross-reference these sources to confirm a business is real and locatable. Inconsistencies, even minor ones like an abbreviated street name on one listing, reduce confidence in the data and lower your score. A complete, verified Google Business Profile is the foundation of this category.
Legitimacy: 35 points
Legitimacy covers review volume, rating quality, and license or insurance verification. Florida painters average 4.76 stars across an average of 40 reviews. Those numbers look strong until you check the median: 0.0 reviews. The average is carried by a small cluster of high-volume performers. Most painters in this state have no verified review signal at all.
The gap between the top 10% and bottom 50% confirms this dynamic. Top-performing Florida painters average 54 reviews. The bottom 50% average 26. That's a 2.1x difference in review volume, and it directly separates contractors who register in AI recommendations from those who don't. Ratings alone are not enough. Volume and recency both factor into how AI systems assess credibility.
Readability: 40 points
Readability is the largest single category, worth 40 of the 100 available points. It covers website technical quality, mobile-friendliness, page speed, and JSON-LD structured data markup. JSON-LD is the format that makes your business information machine-readable: your service area, business type, hours, and contact details in a format AI systems can parse directly from your site.
Only 13% of Florida painters have implemented JSON-LD. That means 87% of the state's 1,827 painting contractors are presenting websites that AI systems cannot reliably interpret. A human visitor can read your homepage and understand what you do. An AI assistant cannot, unless the data is structured.
This is where the largest performance gap exists, and where the largest opportunity sits. The entire score distribution reflects it: just 1 contractor in the state scores between 90 and 100. The Readability deficit is the primary reason.
The three categories are not independent. A contractor with strong Identity signals but no structured data will still score poorly on Readability. A contractor with high reviews but inconsistent NAP data loses points on both Identity and Legitimacy. The scoring is cumulative, and the penalties compound.
To see how your business scores across all three categories, check your current AI Trust Score at /find.
Score Distribution: Where Florida Painters Actually Land
| Score Range | Contractors | Share of State |
|---|---|---|
| 0-9 | 1,021 | 56% |
| 10-19 | 3 | 0% |
| 20-29 | 150 | 8% |
| 30-39 | 190 | 10% |
| 40-49 | 169 | 9% |
| 50-59 | 112 | 6% |
| 60-69 | 144 | 8% |
| 70-79 | 18 | 1% |
| 80-89 | 19 | 1% |
| 90-100 | 1 | 0% |
The histogram tells you more than the average does. The 0-9 bucket isn't a tail: it's the mode. 1,021 contractors sit there, more than the next seven score ranges combined.
That concentration reflects a specific structural failure. Identity and Legitimacy signals alone cannot push a contractor above 25-35 points. Without Readability points, specifically JSON-LD structured data and technical site quality, scores hit a ceiling early. The 56% in the 0-9 range aren't failing across all three categories uniformly. They're failing primarily at the Readability layer, which carries 40 of the 100 available points and requires active technical implementation.
Tier breakdown confirms the pattern:
- Excellent (80-100): 1.2% of Florida painters
- Good (60-79): 13.9%
- Fair (40-59): 24.5%
- Below 40: 60.4%
The Fair tier is worth examining separately. The 24.5% of painters scoring between 40 and 59 have partial signals in place: reasonable Identity consistency, some review volume, a functional website. What they typically lack is completed JSON-LD markup or full license verification. That cohort is one targeted fix away from moving into the Good tier.
Only 20 contractors in the entire state score above 79. That's 1.2% of 1,827.
How Painters Compare to Other Florida Verticals
Florida painters average 22.3 on AI Trust Score within the vertical breakdown, slightly above the cross-vertical state average of 19.8. That's a narrow margin and not a meaningful competitive advantage, but it does position painters ahead of HVAC contractors (11.3) and general contractors (12.7).
| Vertical | Avg AI Trust Score |
|---|---|
| Landscapers | 29.3 |
| Roofers | 27.2 |
| Painters | 22.3 |
| General Contractors | 12.7 |
| HVAC | 11.3 |
Landscapers lead the state verticals at 29.3, followed by roofers at 27.2. Neither number is strong in absolute terms, but both reflect higher rates of structured data adoption (33% JSON-LD for both, versus 13% for painters statewide).
JSON-LD is the variable that separates the verticals. Florida painters have 13% adoption. That exceeds the national average of 8.6% across all tracked markets, which reflects genuine progress relative to the broader contractor landscape. But 87% of Florida painters still have no structured data, and that gap is what keeps the vertical average at 22.3 rather than 50 or 60.
City-Level Variance
Geography matters in this data. Coral Gables averages 48.2, the highest of any Florida city tracked. Coconut Grove follows at 36.8. Both figures reflect clusters of contractors who have made meaningful progress across Identity, Legitimacy, and Readability.
The contrast with other markets is significant. Tampa averages 21.3. Miami averages 19.5. Jacksonville sits at 19.0, the lowest of the five tracked cities.
That variance isn't explained by market size. Miami and Jacksonville are far larger markets than Coral Gables. It reflects the concentration of technically optimized contractors in specific markets, not population density.
The full contractor-level data for every city is available in the Florida painter directory. The statewide methodology and year-over-year trends are in the Florida market report. Check your own position at /find.
Action Steps: Highest-Impact Fixes by Points Available
The scoring framework tells you exactly where to focus. Three categories, three distinct remediation priorities. A contractor starting at 0 who executes all three can realistically reach the Good tier threshold of 60 points.
Readability: 40 points at stake
This is the largest category and the one where Florida painters lose the most ground. Adding JSON-LD structured data is the single highest-leverage action available to you right now. JSON-LD is machine-readable markup embedded in your site's code that identifies your business to AI crawlers: your business name, service type, geographic area, hours, and contact details, formatted so AI systems can parse them directly rather than guessing from your homepage text.
Only 13% of Florida's 1,827 painting contractors have implemented it. That means adding JSON-LD alone immediately separates you from 87% of the state's painters in AI visibility terms. Combined with other signals, it's what moves a contractor from the 0-9 band into the 40+ range.
Two secondary Readability items: mobile optimization and page speed. AI systems assess technical site quality, not just content. A site that loads slowly or renders poorly on mobile loses Readability points regardless of how well-written the copy is. These fixes are typically low-cost and high-return.
Legitimacy: 35 points at stake
The median review count for Florida painters is 0.0. Most contractors in this state have no verified social proof signal at all. Getting to 10 or more reviews with a rating near the state average of 4.76 closes a significant portion of the Legitimacy gap.
Review volume and recency both factor into how AI systems assess credibility. A rating alone is not enough. You need documented, verified volume. Requesting reviews from past clients through your Google Business Profile is the most direct path.
License and insurance verification functions as a binary signal: you are verified or you are not. Unverified status removes points from the Legitimacy category regardless of how many reviews you have. Check that your license number is current, publicly listed, and matched across your GBP and state licensing records.
Identity: 25 points at stake
NAP consistency means your business name, address, and phone number are identical across every platform where your business appears: your website, Google Business Profile, Yelp, Angi, Houzz, and any other directory listings. Minor discrepancies, an abbreviated street name, a local versus toll-free number, a slightly different business name, suppress your Identity score directly. Audit every listing and standardize the format.
The cumulative opportunity
These three categories are not independent. Each one reinforces the others. A contractor who implements JSON-LD, builds to 10+ reviews, verifies their license, and standardizes NAP data is not adding points in isolation. They are building the interconnected signal set that AI systems require to treat a business as credible and recommendable.
The top 10% of Florida painters average 67.9, which sits squarely in the Good tier (60-79). That benchmark is achievable. 56% of the state scores in the 0-9 range, which means the starting point for most contractors is zero and the upside is substantial.
Check your current AI Trust Score at /find to see exactly where you stand across all three categories.
Frequently Asked Questions
What is an AI Trust Score and how is it calculated?
The AI Trust Score is a 0-100 measure of how legible your business is to AI-powered recommendation engines like ChatGPT, Perplexity, and Google's AI Overviews. It breaks into three weighted categories: Identity (25 points), Legitimacy (35 points), and Readability (40 points). Florida painters currently average 19.8/100 across 1,827 contractors, with 1,021 of them scoring between 0 and 9. Check your own score at /find.
How do AI assistants find and recommend painters?
AI systems pull from structured, machine-readable signals, not from browsing your website the way a human would. They cross-reference NAP consistency, verified reviews, license data, and JSON-LD structured markup to determine whether a business is credible and locatable. A functional website is not sufficient on its own: 100% of Florida painters have a website, yet 60.4% score below 40.
What is JSON-LD and why does it matter for painters?
JSON-LD is structured data markup embedded in your site's code that tells AI systems exactly what your business is, where it operates, and how to contact you. Without it, AI crawlers have to guess from your homepage text, and they frequently get it wrong or skip you entirely. Only 13% of Florida painters have implemented JSON-LD. That's above the national average of 8.6%, but it still leaves 87% of the state's painting contractors without a readable data layer.
How do Florida painters compare to other states?
Florida's average AI Trust Score of 19.8/100 trails New York (36.4) and Texas (35.7) by a significant margin. Despite comparable JSON-LD adoption to New York (13% versus 14%), Florida's lower average reflects weaker performance across Legitimacy and Readability, the two categories that account for 75 of the 100 available points. Browse the full Florida painter directory or review the Florida market report for city-level breakdowns.
What score does a Florida painter need to be competitive?
The Good tier starts at 60. Only 13.9% of Florida painters currently reach it, and just 1.2% score 80 or above. The top 10% of Florida painters average 67.9/100, a realistic benchmark that reflects strong execution across all three scoring categories. Given that the median score is 0.0, reaching 60 places you ahead of the overwhelming majority of the state's painting contractors.