where exactly is I fix it LLC?
Question · by birthday_walker_north · Member since Jul 2026 · 103 posts · 7w7 weeks ago
Auto repair shop in Cleveland, OH
4.9 · 72 reviewsOpen today until 4 PMOpen until 4
I Fix It LLC Auto Repair, located at 4360 W 130th St in Cleveland, is a beloved local auto repair shop known for its exceptional service and honest pricing. With a stellar rating of 4.9 from 72 reviews, customers frequently praise the owner, Abdul, for his friendly demeanor and expert knowledge. Many have shared their satisfaction with the quality of work, noting that repairs are completed promptly and at reasonable rates. This welcoming workshop has become a trusted destination for those seeking reliable automotive care in the community.
Eligible to offer 20% cashback to customers who shop here.OrbitBack
Add your name so AI can say who owns the business
Unclaimed · Add the year you opened so AI can say how long you've been open
ConfirmedVisitor submittedAI guess
Updated Sep 9, 2026Last activity 1 month ago, a question from birthday_walker_north.
5 asked · 0 answered by I fix it LLC
Question · by birthday_walker_north · Member since Jul 2026 · 103 posts · 7w7 weeks ago
Question · by 130th_clover · Member since Sep 2026 · 1 post · 8w8 weeks ago
Question · by winter_lurker_north · Member since Jul 2026 · 102 posts · 7w7 weeks ago
Question · by 130th_mabel · Member since Sep 2026 · 1 post · 8w8 weeks ago
Question · by new_year_reader_north · Member since Jul 2026 · 80 posts · 7w7 weeks ago
What I fix it LLC offers, what it costs, and what people come for.
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No code detected[Photo 4]When it's quiet, where to park, and what's nearby.
Ready Rescue Towing And Impounds, a services, is a 2 minute walk.
Nearby places from Google Maps, read Oct 21, 2026.
Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.
What reviews, press and directories say about I fix it LLC.
4.9from 72 reviews on Google
Abdul's commitment to honest service and fair pricing sets I Fix It apart as a reliable choice for auto repairs. Customers describe a welcoming and trustworthy atmosphere at I Fix It LLC Auto Repair, particularly appreciating Abdul's honesty and transparency throughout the repair process. Many highlight his quick service and willingness to explain repairs in detail, fostering a sense of confidence in the work being done.
The AI Score is out of 100, read from 8 signals across search and AI.
25 Cleveland avg
Signal and how much it countsI fix it LLC
Every business is scored the same way, and nobody can pay for a better score.
I fix it LLC, as AI sees it. Blue signals help I fix it LLC, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about I fix it LLC. The code version is exactly what their crawlers get.
Local AI Registry · Auto repair shops in Cleveland, OH · Editorial
By Steve Lee, founder and CEO of Local AI Registry. Updated September 9, 2026.
Published September 9, 2026 · Updated September 9, 2026 · Machine-readable version below
I fix it LLC Auto Repair is an auto repair shop in Cleveland, OH. Its AI Score is 31 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Auto repair shop |
| Address | 4360 W 130th St, Cleveland, OH 44135, USA |
| Hours | Mon to Fri 9 AM to 4 PM · Closed Sat to Sun |
| Phone | (216) 331-1966 |
| Rating | 4.9 across 72 reviews on Google |
| Updated | September 9, 2026 |
Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.
| Group | Fact | Value | Mark | Evidence |
|---|---|---|---|---|
| Location info | Address | 4360 W 130th St, Cleveland, OH 44135, USA | Confirmed | Google Business Profile |
| Location info | Description | 4360 W 130th St, Cleveland, OH 44135 | Confirmed | Google Business Profile |
| Location info | Hours | Mon to Fri 9:00 AM to 4:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile |
| Location info | Name | I fix it LLC Auto Repair | Confirmed | Google Business Profile |
| Location info | Phone | (216) 331-1966 | Confirmed | Google Business Profile |
| Hours | Monday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Tuesday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Wednesday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Thursday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Friday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Saturday | Closed | Confirmed | Google Business Profile |
| Hours | Sunday | Closed | Confirmed | Google Business Profile |
Address: 4360 W 130th St, Cleveland, OH 44135, USA. Phone: (216) 331-1966. Hours: Mon to Fri 9 AM to 4 PM · Closed Sat to Sun. (Confirmed, Google Business Profile.)
| Place | Type | Distance |
|---|---|---|
| W 130th St & Gilmore Av | Bus stop | 1 min walk |
| W 130th St & Gilmore Av | Bus stop | 1 min walk |
| Ready Rescue Towing And Impounds | Services | 2 min walk |
| 4400 w 130th St (Railroad Underpass) | Transit station | 2 min walk |
| Bellaire Rd & w 130th St | Bus stop | 3 min walk |
| Bellaire Rd & w 130th St | Transit station | 3 min walk |
4.9 average across 72 reviews: Google 72. (Confirmed, read September 9, 2026.)
(AI guess, from 72 reviews.)
It measures how likely AI engines are to recommend a business, and how accurately. Cleveland auto repair shops run 13 to 52. Fair starts at 45, good at 65. I fix it LLC scores 31, above the Cleveland average of 25. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | I fix it LLC |
|---|---|---|---|---|
| Retrieval grounding | 26 | Does not apply | Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on. | |
| Off-property attestation | 20 | 40 | Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability. | Poor |
| AI visibility | 14 | 0 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Poor |
| Reviews & response | 12 | 55 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Fair |
| Backlink & citation authority | 8 | Does not apply | Domain authority and editorial quality of the sources that attest to you. | |
| Google Business Profile | 8 | 72 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | Does not apply | Core Web Vitals at the 75th percentile, on a real phone. | |
| Content freshness & schema | 5 | Does not apply | Crawl recency, intent alignment, valid JSON-LD, canonicals. |
Full method: https://localairegistry.com/methodology
How AI decides what to say about an auto repair shop: https://localairegistry.com/methodology#how-ai-decides-local-business. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-local-business
Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other.
| Entity | Type | ID on this page | Same as | Relationship to I fix it LLC |
|---|---|---|---|---|
| I fix it LLC Auto Repair | LocalBusiness | #business | Subject of this page | |
| Cleveland, Ohio | City | #city | City I fix it LLC is in | |
| Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page |
| Steve Lee | Person | #author | https://localairegistry.com/team/steve-lee | Author of this page |
Where this page sits in the registry. It's one profile among the auto repair shops in Cleveland, linked to the lists and towns around it.
This is exactly what this page sends to Google, Bing, ChatGPT, Claude, Perplexity and Gemini. We publish it in the open for two reasons: so you can see nothing here is hidden or made up, and so any business or developer can copy it. Being a good local AI steward means the machine version says exactly what the human version says.
Sent before the page. They tell crawlers the canonical address and that a plain markdown copy exists.
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Title, description, canonical, robots and Open Graph tags. This is what shows in search results and link previews.
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}The article as plain text: the same headings, facts, marks and sources.
# I fix it LLC Auto Repair, Cleveland OH: Reviews Source: Local AI Registry, https://localairegistry.com/biz/oh/cleveland/i-fix-it-llc-auto-repair-cleveland-oh. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Updated 2026-09-09. Canonical: https://localairegistry.com/biz/oh/cleveland/i-fix-it-llc-auto-repair-cleveland-oh ## Photos -  -  -  -  -  ## In short I fix it LLC Auto Repair is an auto repair shop in Cleveland, OH. Its AI Score is 31 of 100, which is poor. What each mark on this page means: https://localairegistry.com/methodology#marks ## Key facts | Fact | Value | | --- | --- | | Type | Auto repair shop | | Address | 4360 W 130th St, Cleveland, OH 44135, USA | | Hours | Mon to Fri 9 AM to 4 PM · Closed Sat to Sun | | Phone | (216) 331-1966 | | Rating | 4.9 across 72 reviews on Google | | Updated | September 9, 2026 | ## All the details Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from. | Group | Fact | Value | Mark | Evidence | | --- | --- | --- | --- | --- | | Location info | Address | 4360 W 130th St, Cleveland, OH 44135, USA | Confirmed | Google Business Profile | | Location info | Description | 4360 W 130th St, Cleveland, OH 44135 | Confirmed | Google Business Profile | | Location info | Hours | Mon to Fri 9:00 AM to 4:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile | | Location info | Name | I fix it LLC Auto Repair | Confirmed | Google Business Profile | | Location info | Phone | (216) 331-1966 | Confirmed | Google Business Profile | | Hours | Monday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Tuesday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Wednesday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Thursday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Friday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Saturday | Closed | Confirmed | Google Business Profile | | Hours | Sunday | Closed | Confirmed | Google Business Profile | ## Services and prices Add your services so AI can say what you offer ### Known for Share your review link so AI can say what you're known for ## The team Add your team so AI can name who works here ## Visiting I fix it LLC Address: 4360 W 130th St, Cleveland, OH 44135, USA. Phone: (216) 331-1966. Hours: Mon to Fri 9 AM to 4 PM · Closed Sat to Sun. (Confirmed, Google Business Profile.) ### Parking and getting in Add your parking so AI can tell people where to park Add how to find your door so AI can walk people in ### Nearby | Place | Type | Distance | | --- | --- | --- | | W 130th St & Gilmore Av | Bus stop | 1 min walk | | W 130th St & Gilmore Av | Bus stop | 1 min walk | | Ready Rescue Towing And Impounds | Services | 2 min walk | | 4400 w 130th St (Railroad Underpass) | Transit station | 2 min walk | | Bellaire Rd & w 130th St | Bus stop | 3 min walk | | Bellaire Rd & w 130th St | Transit station | 3 min walk | ## Reputation 4.9 average across 72 reviews: Google 72. (Confirmed, read September 9, 2026.) (AI guess, from 72 reviews.) ### What people like - Quick and efficient service - Affordable pricing - Thorough explanations of repairs - Quality workmanship ### What people do not like - Unpleasant experience with staff during an accident - Concerns about intimidation when calling police ### Press Add a press story so AI can say who's written about you ### Awards Add an award so AI can name it ### Directories Get listed in directories so AI can tell you're real ## Questions people ask ### where exactly is I fix it LLC? ### I fix it LLC or Broadview & Schaaf Marathon? ### Ballpark for a visit to a mechanic in Cleveland? ### best auto repair shop in Cleveland ### last update from here was when? ### anywhere cheaper than this shop in Cleveland that is still good? ### payment plans at I fix it LLC, is that a thing? ### does I fix it LLC ever have cancellations ### Calling I fix it LLC, or is there a better way? ### people keep recommending this shop, what for? ### Are the hours on Google right for I fix it LLC in Cleveland? ### bad experiences at I fix it LLC, anyone? ### do regulars get anything here ### Saturdays here, are they open? ### anyone tell me what a first visit here involves ### Why do people rate I fix it LLC? ## The AI Score: 31 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Cleveland auto repair shops run 13 to 52. Fair starts at 45, good at 65. I fix it LLC scores 31, above the Cleveland average of 25. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | I fix it LLC | | --- | --- | --- | --- | --- | | Retrieval grounding | 26 | Does not apply | Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on. | | | Off-property attestation | 20 | 40 | Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability. | Poor | | AI visibility | 14 | 0 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Poor | | Reviews & response | 12 | 55 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Fair | | Backlink & citation authority | 8 | Does not apply | Domain authority and editorial quality of the sources that attest to you. | | | Google Business Profile | 8 | 72 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good | | Speed & mobile | 7 | Does not apply | Core Web Vitals at the 75th percentile, on a real phone. | | | Content freshness & schema | 5 | Does not apply | Crawl recency, intent alignment, valid JSON-LD, canonicals. | | Full method: https://localairegistry.com/methodology How AI decides what to say about an auto repair shop: https://localairegistry.com/methodology#how-ai-decides-local-business. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-local-business ## Entity map Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other. | Entity | Type | ID on this page | Same as | Relationship to I fix it LLC | | --- | --- | --- | --- | --- | | I fix it LLC Auto Repair | LocalBusiness | #business | | Subject of this page | | Cleveland, Ohio | City | #city | | City I fix it LLC is in | | Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page | | Steve Lee | Person | #author | https://localairegistry.com/team/steve-lee | Author of this page | ## Topical map Where this page sits in the registry. It's one profile among the auto repair shops in Cleveland, linked to the lists and towns around it. ### Lists - Best auto repair shops in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland/auto-repair-shop - Best businesses in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland ### Nearby - /columbus: https://localairegistry.com/leaderboards/oh/columbus - /toledo: https://localairegistry.com/leaderboards/oh/toledo - /grove-city: https://localairegistry.com/leaderboards/oh/grove-city - /gahanna: https://localairegistry.com/leaderboards/oh/gahanna - /dublin: https://localairegistry.com/leaderboards/oh/dublin - /reynoldsburg: https://localairegistry.com/leaderboards/oh/reynoldsburg ### Every list - Every leaderboard in Ohio: https://localairegistry.com/leaderboards/oh ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJrfpEvtftMIgRRKRfgk-J1ro (accessed Sep 9, 2026)
The files every page on the registry shares, and how to copy this code for your own site, are here: https://localairegistry.com/developers
Every source behind this page, including every post and comment from locals. Each has its own permanent link, so AI engines can check it and anything copied from here carries its link back.
You're free to copy anything on this page, as long as you keep the reference links. How to copy it or link to it
The whole page exactly as crawlers get it: head tags, one connected JSON-LD graph, and every section in semantic HTML.
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</head>
<body>
<main>
<article>
<header>
<p>Local AI Registry · Auto repair shops in Cleveland, OH · Editorial</p>
<h2>I fix it LLC Auto Repair, Cleveland OH: Reviews</h2>
<p>By Steve Lee, founder and CEO of Local AI Registry. Updated September 9, 2026.</p>
<p>Published September 9, 2026 · Updated September 9, 2026 · Machine-readable version below</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>I fix it LLC Auto Repair is an auto repair shop in Cleveland, OH. Its AI Score is 31 of 100, which is poor.</p>
<p>What each mark on this page means: https://localairegistry.com/methodology#marks</p>
</section>
<section id="ai-key-facts">
<h3>Key facts</h3>
<table>
<thead><tr><th scope="col">Fact</th><th scope="col">Value</th></tr></thead>
<tbody>
<tr><td>Type</td><td>Auto repair shop</td></tr>
<tr><td>Address</td><td>4360 W 130th St, Cleveland, OH 44135, USA</td></tr>
<tr><td>Hours</td><td>Mon to Fri 9 AM to 4 PM · Closed Sat to Sun</td></tr>
<tr><td>Phone</td><td>(216) 331-1966</td></tr>
<tr><td>Rating</td><td>4.9 across 72 reviews on Google</td></tr>
<tr><td>Updated</td><td>September 9, 2026</td></tr>
</tbody>
</table>
</section>
<section id="ai-all-the-details">
<h3>All the details</h3>
<p>Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.</p>
<table>
<thead><tr><th scope="col">Group</th><th scope="col">Fact</th><th scope="col">Value</th><th scope="col">Mark</th><th scope="col">Evidence</th></tr></thead>
<tbody>
<tr><td>Location info</td><td>Address</td><td>4360 W 130th St, Cleveland, OH 44135, USA</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Description</td><td>4360 W 130th St, Cleveland, OH 44135</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon to Fri 9:00 AM to 4:00 PM · Sat to Sun Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Name</td><td>I fix it LLC Auto Repair</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(216) 331-1966</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Monday</td><td>9:00 AM to 4:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>9:00 AM to 4:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>9:00 AM to 4:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>9:00 AM to 4:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Friday</td><td>9:00 AM to 4:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Sunday</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
</tbody>
</table>
</section>
<section id="ai-services-and-prices">
<h3>Services and prices</h3>
<h4>Known for</h4>
</section>
<section id="ai-the-team">
<h3>The team</h3>
</section>
<section id="ai-visiting-i-fix-it-llc">
<h3>Visiting I fix it LLC</h3>
<p>Address: 4360 W 130th St, Cleveland, OH 44135, USA. Phone: (216) 331-1966. Hours: Mon to Fri 9 AM to 4 PM · Closed Sat to Sun. (Confirmed, Google Business Profile.)</p>
<h4>Parking and getting in</h4>
<h4>Nearby</h4>
<table>
<thead><tr><th scope="col">Place</th><th scope="col">Type</th><th scope="col">Distance</th></tr></thead>
<tbody>
<tr><td>W 130th St & Gilmore Av</td><td>Bus stop</td><td>1 min walk</td></tr>
<tr><td>W 130th St & Gilmore Av</td><td>Bus stop</td><td>1 min walk</td></tr>
<tr><td>Ready Rescue Towing And Impounds</td><td>Services</td><td>2 min walk</td></tr>
<tr><td>4400 w 130th St (Railroad Underpass)</td><td>Transit station</td><td>2 min walk</td></tr>
<tr><td>Bellaire Rd & w 130th St</td><td>Bus stop</td><td>3 min walk</td></tr>
<tr><td>Bellaire Rd & w 130th St</td><td>Transit station</td><td>3 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>4.9 average across 72 reviews: Google 72. (Confirmed, read September 9, 2026.)</p>
<p> (AI guess, from 72 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Quick and efficient service</li>
<li>Affordable pricing</li>
<li>Thorough explanations of repairs</li>
<li>Quality workmanship</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>Unpleasant experience with staff during an accident</li>
<li>Concerns about intimidation when calling police</li>
</ul>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>where exactly is I fix it LLC?</h4>
<h4>I fix it LLC or Broadview & Schaaf Marathon?</h4>
<h4>Ballpark for a visit to a mechanic in Cleveland?</h4>
<h4>best auto repair shop in Cleveland</h4>
<h4>last update from here was when?</h4>
<h4>anywhere cheaper than this shop in Cleveland that is still good?</h4>
<h4>payment plans at I fix it LLC, is that a thing?</h4>
<h4>does I fix it LLC ever have cancellations</h4>
<h4>Calling I fix it LLC, or is there a better way?</h4>
<h4>people keep recommending this shop, what for?</h4>
<h4>Are the hours on Google right for I fix it LLC in Cleveland?</h4>
<h4>bad experiences at I fix it LLC, anyone?</h4>
<h4>do regulars get anything here</h4>
<h4>Saturdays here, are they open?</h4>
<h4>anyone tell me what a first visit here involves</h4>
<h4>Why do people rate I fix it LLC?</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 31 of 100</h3>
<p>It measures how likely AI engines are to recommend a business, and how accurately. Cleveland auto repair shops run 13 to 52. Fair starts at 45, good at 65. I fix it LLC scores 31, above the Cleveland average of 25. The same method scores every business on the registry.</p>
<table>
<thead><tr><th scope="col">Signal</th><th scope="col">Weight</th><th scope="col">Score</th><th scope="col">What it measures</th><th scope="col">I fix it LLC</th></tr></thead>
<tbody>
<tr><td>Retrieval grounding</td><td>26</td><td>Does not apply</td><td>Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on.</td><td></td></tr>
<tr><td>Off-property attestation</td><td>20</td><td>40</td><td>Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability.</td><td>Poor</td></tr>
<tr><td>AI visibility</td><td>14</td><td>0</td><td>Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service.</td><td>Poor</td></tr>
<tr><td>Reviews & response</td><td>12</td><td>55</td><td>The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim.</td><td>Fair</td></tr>
<tr><td>Backlink & citation authority</td><td>8</td><td>Does not apply</td><td>Domain authority and editorial quality of the sources that attest to you.</td><td></td></tr>
<tr><td>Google Business Profile</td><td>8</td><td>72</td><td>Required and recommended fields; update cadence. The listing AI pulls from first.</td><td>Good</td></tr>
<tr><td>Speed & mobile</td><td>7</td><td>Does not apply</td><td>Core Web Vitals at the 75th percentile, on a real phone.</td><td></td></tr>
<tr><td>Content freshness & schema</td><td>5</td><td>Does not apply</td><td>Crawl recency, intent alignment, valid JSON-LD, canonicals.</td><td></td></tr>
</tbody>
</table>
<p>Full method: https://localairegistry.com/methodology</p>
<p>How AI decides what to say about an auto repair shop: https://localairegistry.com/methodology#how-ai-decides-local-business. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-local-business</p>
</section>
<section id="ai-entity-map">
<h3>Entity map</h3>
<p>Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other.</p>
<table>
<thead><tr><th scope="col">Entity</th><th scope="col">Type</th><th scope="col">ID on this page</th><th scope="col">Same as</th><th scope="col">Relationship to I fix it LLC</th></tr></thead>
<tbody>
<tr><td>I fix it LLC Auto Repair</td><td>LocalBusiness</td><td>#business</td><td></td><td>Subject of this page</td></tr>
<tr><td>Cleveland, Ohio</td><td>City</td><td>#city</td><td></td><td>City I fix it LLC is in</td></tr>
<tr><td>Local AI Registry</td><td>Organization</td><td>#publisher</td><td>https://localairegistry.com</td><td>Publisher of this page</td></tr>
<tr><td>Steve Lee</td><td>Person</td><td>#author</td><td>https://localairegistry.com/team/steve-lee</td><td>Author of this page</td></tr>
</tbody>
</table>
</section>
<section id="ai-topical-map">
<h3>Topical map</h3>
<p>Where this page sits in the registry. It's one profile among the auto repair shops in Cleveland, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best auto repair shops in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland/auto-repair-shop</li>
<li>Best businesses in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland</li>
</ul>
<h4>Nearby</h4>
<ul>
<li>/columbus: https://localairegistry.com/leaderboards/oh/columbus</li>
<li>/toledo: https://localairegistry.com/leaderboards/oh/toledo</li>
<li>/grove-city: https://localairegistry.com/leaderboards/oh/grove-city</li>
<li>/gahanna: https://localairegistry.com/leaderboards/oh/gahanna</li>
<li>/dublin: https://localairegistry.com/leaderboards/oh/dublin</li>
<li>/reynoldsburg: https://localairegistry.com/leaderboards/oh/reynoldsburg</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in Ohio: https://localairegistry.com/leaderboards/oh</li>
</ul>
</section>
<section id="ai-references">
<h3>References</h3>
<h4>Sources cited</h4>
<ul>
<li>[1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJrfpEvtftMIgRRKRfgk-J1ro (accessed Sep 9, 2026)</li>
</ul>
</section>
</article>
</main>
</body>
</html>This is the evidence for every fact on this page, across Locals, Services, Team, Visit, Reputation and Updates. Each reference names the fact, the source, what kind of source it is, and the date it was checked, with a link and an archived copy so anyone can verify it. Visitor references are dated firsthand accounts. AI guesses record what an AI engine said on that date, not what is true.