where does this shop post updates
Question · by carrington_may · Member since Sep 2026 · 1 post · 7w7 weeks ago
Auto repair shop in Cleveland, OH
2.0 · 4 reviewsOpen today until 11:59 PMOpen until 11:59
I offer full auto mechanic services on every vehicle. I am a certified master mechanic with over 30 years of experience.
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 carrington_rue.
5 asked · 0 answered by Lehmans
Question · by carrington_may · Member since Sep 2026 · 1 post · 7w7 weeks ago
Question · by carrington_jo · Member since Sep 2026 · 1 post · 8w8 weeks ago
Question · by carrington_rue · Member since Sep 2026 · 1 post · 7w7 weeks ago
Question · by birthday_neighbor_east · Member since Jul 2026 · 88 posts · 7w7 weeks ago
Question · by no_rush_on_carrington · Member since Sep 2026 · 1 post · 8w8 weeks ago
What Lehmans offers, what it costs, and what people come for.
No code detected[Photo 1]
No code detected[Photo 2]
No code detected[Photo 3]When it's quiet, where to park, and what's nearby.
Tuesday or Thursday, before 4 AM.
Busiest Tuesday and Friday from 4 AM to noon.
P & M Junction is next door for bar & grill. Meet and Greet Bar & Grill is next door for bar & grill. GLIZZYS is a 1 minute walk for hot dogs. Cleveland Tiffin is a 1 minute walk for Indian food.
Nearby places from Google Maps, read Sep 19, 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.
Usually not too busy now. Busiest Tue and Fri, 4 AM to noon.
What reviews, press and directories say about Lehmans.
2.0from 4 reviews on Google
Lehmans Auto Repair Services is marked by serious trust issues, with multiple customers alleging scams and poor follow-through on repairs. Customer experiences at Lehmans Auto Repair Services are overwhelmingly negative, with multiple reports of uncompleted work and poor communication. One reviewer described being left stranded for two nights, while another accused the owner of scamming them with unnecessary charges for brake work.
The AI Score is out of 100, read from 8 signals across search and AI.
26 Cleveland avg
Signal and how much it countsLehmans
Every business is scored the same way, and nobody can pay for a better score.
Lehmans, as AI sees it. Blue signals help Lehmans, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about Lehmans. 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
Lehmans Auto Repair Services is an auto repair shop in Cleveland, OH. Its AI Score is 22 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Auto repair shop |
| Address | Carrington Ave, Cleveland, OH 44135, USA |
| Hours | Mon to Sun Open 24 hours |
| Rating | 2.0 across 4 reviews on Google |
| Quietest time | Thursday |
| 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 | Carrington Ave, Cleveland, OH 44135, USA | Confirmed | Google Business Profile |
| Location info | Description | I offer full auto mechanic services on every vehicle. I am a certified master mechanic with over 30 years of experience. | Confirmed | Google Business Profile |
| Location info | Hours | Mon to Sun Open 24 hours | Confirmed | Google Business Profile |
| Location info | Mondays | Open 24 hours | Confirmed | Google Business Profile |
| Location info | Name | Lehmans Auto Repair Services | Confirmed | Google Business Profile |
| Hours | Monday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Tuesday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Wednesday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Thursday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Friday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Saturday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Sunday | Open 24 hours | Confirmed | Google Business Profile |
Address: Carrington Ave, Cleveland, OH 44135, USA. Hours: Mon to Sun Open 24 hours. (Confirmed, Google Business Profile.)
From Google Business Profile: "I offer full auto mechanic services on every vehicle. I am a certified master mechanic with over 30 years of experience."
Quietest day: Thursday. Busiest day: Saturday. From the popular times on its Google listing.
| Place | Type | Distance |
|---|---|---|
| P & M Junction | Bar & grill | 1 min walk |
| Meet and Greet Bar & Grill | Bar & grill | 1 min walk |
| GLIZZYS | Hot dog stand | 1 min walk |
| Cleveland Tiffin | Indian restaurant | 1 min walk |
| W 130th St & Kirton Av | Bus stop | 2 min walk |
| W 130th St & Bennington Av | Bus stop | 2 min walk |
2.0 average across 4 reviews: Google 4. (Confirmed, read September 9, 2026.)
Lehmans Auto Repair Services is marked by serious trust issues, with multiple customers alleging scams and poor follow-through on repairs. (AI guess, from 4 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. Lehmans scores 22, below the Cleveland average of 26. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Lehmans |
|---|---|---|---|---|
| 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 | 42 | 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 | 12 | 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. | Poor |
| Backlink & citation authority | 8 | Does not apply | Domain authority and editorial quality of the sources that attest to you. | |
| Google Business Profile | 8 | 60 | Required and recommended fields; update cadence. The listing AI pulls from first. | Fair |
| 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 Lehmans |
|---|---|---|---|---|
| Lehmans Auto Repair Services | LocalBusiness | #business | Subject of this page | |
| Cleveland, Ohio | City | #city | City Lehmans 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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One connected graph. Every person and service has its own @id and links to the business, and a licensed person links to the license and the board that issued it.
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}The article as plain text: the same headings, facts, marks and sources.
# Lehmans Auto Repair Services, Cleveland OH: Reviews Source: Local AI Registry, https://localairegistry.com/biz/oh/cleveland/lehmans-auto-repair-services-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/lehmans-auto-repair-services-cleveland-oh ## Photos -  -  -  ## In short Lehmans Auto Repair Services is an auto repair shop in Cleveland, OH. Its AI Score is 22 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 | Carrington Ave, Cleveland, OH 44135, USA | | Hours | Mon to Sun Open 24 hours | | Rating | 2.0 across 4 reviews on Google | | Quietest time | Thursday | | 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 | Carrington Ave, Cleveland, OH 44135, USA | Confirmed | Google Business Profile | | Location info | Description | I offer full auto mechanic services on every vehicle. I am a certified master mechanic with over 30 years of experience. | Confirmed | Google Business Profile | | Location info | Hours | Mon to Sun Open 24 hours | Confirmed | Google Business Profile | | Location info | Mondays | Open 24 hours | Confirmed | Google Business Profile | | Location info | Name | Lehmans Auto Repair Services | Confirmed | Google Business Profile | | Hours | Monday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Tuesday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Wednesday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Thursday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Friday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Saturday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Sunday | Open 24 hours | 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 Lehmans Address: Carrington Ave, Cleveland, OH 44135, USA. Hours: Mon to Sun Open 24 hours. (Confirmed, Google Business Profile.) ### Location info from Google Business Profile From Google Business Profile: "I offer full auto mechanic services on every vehicle. I am a certified master mechanic with over 30 years of experience." ### When to go Quietest day: Thursday. Busiest day: Saturday. From the popular times on its Google listing. ### 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 | | --- | --- | --- | | P & M Junction | Bar & grill | 1 min walk | | Meet and Greet Bar & Grill | Bar & grill | 1 min walk | | GLIZZYS | Hot dog stand | 1 min walk | | Cleveland Tiffin | Indian restaurant | 1 min walk | | W 130th St & Kirton Av | Bus stop | 2 min walk | | W 130th St & Bennington Av | Bus stop | 2 min walk | ## Reputation 2.0 average across 4 reviews: Google 4. (Confirmed, read September 9, 2026.) Lehmans Auto Repair Services is marked by serious trust issues, with multiple customers alleging scams and poor follow-through on repairs. (AI guess, from 4 reviews.) ### What people do not like - Unresponsive communication - Incomplete repairs - Charges for unnecessary work ### 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 ### anyone been to both here and Broadview & Schaaf Marathon? ### where does this shop post updates ### what time does Lehmans in Cleveland actually open? ### membership, worth it or not ### genuinely, what is good about this one ### prices round here, anyone got a number ### address for Lehmans, anyone have it? ### Worth the hype here? ### bad experiences here, anyone? ### best auto repair shop in Cleveland ### walking in for a first visit, what happens ### Busiest day at Lehmans, anyone know? ### do they do payment plans at Lehmans? ### is Cleveland expensive for this, or is it just here ### Lehmans, any chance to get in this week? ## The AI Score: 22 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. Lehmans scores 22, below the Cleveland average of 26. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Lehmans | | --- | --- | --- | --- | --- | | 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 | 42 | 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 | 12 | 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. | Poor | | Backlink & citation authority | 8 | Does not apply | Domain authority and editorial quality of the sources that attest to you. | | | Google Business Profile | 8 | 60 | Required and recommended fields; update cadence. The listing AI pulls from first. | Fair | | 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 Lehmans | | --- | --- | --- | --- | --- | | Lehmans Auto Repair Services | LocalBusiness | #business | | Subject of this page | | Cleveland, Ohio | City | #city | | City Lehmans 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:ChIJHaAalaTtMIgRPhuQzDRy7yA (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.
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<p>Local AI Registry · Auto repair shops in Cleveland, OH · Editorial</p>
<h2>Lehmans Auto Repair Services, 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>Lehmans Auto Repair Services is an auto repair shop in Cleveland, OH. Its AI Score is 22 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>Carrington Ave, Cleveland, OH 44135, USA</td></tr>
<tr><td>Hours</td><td>Mon to Sun Open 24 hours</td></tr>
<tr><td>Rating</td><td>2.0 across 4 reviews on Google</td></tr>
<tr><td>Quietest time</td><td>Thursday</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>Carrington Ave, Cleveland, OH 44135, USA</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Description</td><td>I offer full auto mechanic services on every vehicle. I am a certified master mechanic with over 30 years of experience.</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon to Sun Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Mondays</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Name</td><td>Lehmans Auto Repair Services</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Monday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Friday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Sunday</td><td>Open 24 hours</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-lehmans">
<h3>Visiting Lehmans</h3>
<p>Address: Carrington Ave, Cleveland, OH 44135, USA. Hours: Mon to Sun Open 24 hours. (Confirmed, Google Business Profile.)</p>
<h4>Location info from Google Business Profile</h4>
<p>From Google Business Profile: "I offer full auto mechanic services on every vehicle. I am a certified master mechanic with over 30 years of experience."</p>
<h4>When to go</h4>
<p>Quietest day: Thursday. Busiest day: Saturday. From the popular times on its Google listing.</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>P & M Junction</td><td>Bar & grill</td><td>1 min walk</td></tr>
<tr><td>Meet and Greet Bar & Grill</td><td>Bar & grill</td><td>1 min walk</td></tr>
<tr><td>GLIZZYS</td><td>Hot dog stand</td><td>1 min walk</td></tr>
<tr><td>Cleveland Tiffin</td><td>Indian restaurant</td><td>1 min walk</td></tr>
<tr><td>W 130th St & Kirton Av</td><td>Bus stop</td><td>2 min walk</td></tr>
<tr><td>W 130th St & Bennington Av</td><td>Bus stop</td><td>2 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>2.0 average across 4 reviews: Google 4. (Confirmed, read September 9, 2026.)</p>
<p>Lehmans Auto Repair Services is marked by serious trust issues, with multiple customers alleging scams and poor follow-through on repairs. (AI guess, from 4 reviews.)</p>
<h4>What people do not like</h4>
<ul>
<li>Unresponsive communication</li>
<li>Incomplete repairs</li>
<li>Charges for unnecessary work</li>
</ul>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>anyone been to both here and Broadview & Schaaf Marathon?</h4>
<h4>where does this shop post updates</h4>
<h4>what time does Lehmans in Cleveland actually open?</h4>
<h4>membership, worth it or not</h4>
<h4>genuinely, what is good about this one</h4>
<h4>prices round here, anyone got a number</h4>
<h4>address for Lehmans, anyone have it?</h4>
<h4>Worth the hype here?</h4>
<h4>bad experiences here, anyone?</h4>
<h4>best auto repair shop in Cleveland</h4>
<h4>walking in for a first visit, what happens</h4>
<h4>Busiest day at Lehmans, anyone know?</h4>
<h4>do they do payment plans at Lehmans?</h4>
<h4>is Cleveland expensive for this, or is it just here</h4>
<h4>Lehmans, any chance to get in this week?</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 22 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. Lehmans scores 22, below the Cleveland average of 26. 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">Lehmans</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>42</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>12</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>Poor</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>60</td><td>Required and recommended fields; update cadence. The listing AI pulls from first.</td><td>Fair</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 Lehmans</th></tr></thead>
<tbody>
<tr><td>Lehmans Auto Repair Services</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 Lehmans 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:ChIJHaAalaTtMIgRPhuQzDRy7yA (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.