anyone been to both here and Horacio Auto?
Question · by wedding_sitter_uptown · Member since Jul 2026 · 97 posts · 7w7 weeks ago
Auto repair shop in Lake Forest, CA
4.3 · 32 reviewsOpens today at 8 AMOpens today at 8 AM
At LMS Auto Repair and Tires, we treat our customers like family. Our team of professionals are certified and have over 20 years of experience. We only fix what needs to be fixed, and we guarantee each and every repair. Our goal is to keep our customers happy by providing you the very best and honest service. You can feel confident that your car is in good hands. If you have any questions - go ahead and ask. We’re here to listen!
Eligible to offer 20% cashback to customers who shop here.OrbitBack
Add your name so AI can say who owns the business
Unclaimed · Replies to reviews · Add the year you opened so AI can say how long you've been open
ConfirmedVisitor submittedAI guess
Updated Sep 11, 2026Last activity 1 month ago, a question from wedding_sitter_uptown.
6 asked · 0 answered by LMS Auto
Question · by wedding_sitter_uptown · Member since Jul 2026 · 97 posts · 7w7 weeks ago
Question · by orange_rue · Member since Sep 2026 · 2 posts · 8w8 weeks ago
Question · by may_shopper_north · Member since Jul 2026 · 120 posts · 8w8 weeks ago
Question · by lake_forest_iris · Member since Sep 2026 · 1 post · 7w7 weeks ago
Question · by march_runner_north · Member since Jul 2026 · 67 posts · 7w7 weeks ago
Question · by lake_roan · Member since Jul 2026 · 5 posts · 7w7 weeks ago
What LMS Auto offers, what it costs, and what people come for.
No code detected[Photo 1]
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No code detected[Photo 4]When it's quiet, where to park, and what's nearby.
Hole in the Wall Burger is a 1 minute walk for fast food. El Paraiso is a 2 minute walk for a restaurant.
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.
What reviews, press and directories say about LMS Auto.
4.3from 32 reviews on Google
LMS Auto Repair is recognized for its honest service and fair pricing, though recent management changes have raised concerns about upselling practices. Customers appreciate the straightforward and honest service at LMS Auto Repair, particularly highlighting the expertise of mechanics like Adolfo and Erin. Many feel reassured by the transparency in pricing and the lack of upselling, creating a trustworthy environment for auto repairs.
The AI Score is out of 100, read from 8 signals across search and AI.
29 Lake Forest avg
Signal and how much it countsLMS Auto
Every business is scored the same way, and nobody can pay for a better score.
LMS Auto, as AI sees it. Blue signals help LMS Auto, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about LMS Auto. The code version is exactly what their crawlers get.
Local AI Registry · Auto repair shops in Lake Forest, CA · Editorial
By Steve Lee, founder and CEO of Local AI Registry. Updated September 11, 2026.
Published September 11, 2026 · Updated September 11, 2026 · Machine-readable version below
LMS Auto Repair is an auto repair shop in Lake Forest, CA. Its AI Score is 27 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Auto repair shop |
| Address | 23091 Orange Ave Ste A, Lake Forest, CA 92630, USA |
| Hours | Mon to Fri 8 AM to 6 PM · Sat 8 AM to 4 PM · Closed Sun |
| Phone | (949) 328-9482 |
| Rating | 4.3 across 32 reviews on Google |
| Updated | September 11, 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 | 23091 Orange Ave Ste A, Lake Forest, CA 92630, USA | Confirmed | Google Business Profile |
| Location info | Description | At LMS Auto Repair and Tires, we treat our customers like family. Our team of professionals are certified and have over 20 years of experience. We only fix what needs to be fixed, and we guarantee each and every repair. Our goal is to keep our customers happy by providing you the very best and honest service. You can feel confident that your car is in good hands. If you have any questions - go ahead and ask. We’re here to listen! | Confirmed | Google Business Profile |
| Location info | Hours | Mon to Fri 8:00 AM to 6:00 PM · Sat 8:00 AM to 4:00 PM · Sun Closed | Confirmed | Google Business Profile |
| Location info | Name | LMS Auto Repair | Confirmed | Google Business Profile |
| Location info | Phone | (949) 328-9482 | Confirmed | Google Business Profile |
| Hours | Monday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile |
| Hours | Tuesday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile |
| Hours | Wednesday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile |
| Hours | Thursday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile |
| Hours | Friday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile |
| Hours | Saturday | 8:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Sunday | Closed | Confirmed | Google Business Profile |
| Services | Service | Auto repair | AI guess | |
| Services | Service | Tire services | AI guess | |
| Links | Website | https://www.lmsautorepair.com/ | Confirmed | Google Business Profile |
Address: 23091 Orange Ave Ste A, Lake Forest, CA 92630, USA. Phone: (949) 328-9482. Hours: Mon to Fri 8 AM to 6 PM · Sat 8 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.)
From Google Business Profile: "At LMS Auto Repair and Tires, we treat our customers like family. Our team of professionals are certified and have over 20 years of experience. We only fix what needs to be fixed, and we guarantee each and every repair. Our goal is to keep our customers happy by providing you the very best and honest service. You can feel confident that your car is in good hands. If you have any questions - go ahead and ask. We’re here to listen!"
| Place | Type | Distance |
|---|---|---|
| Parking Lot (Small) | Parking lot | 1 min walk |
| Parking Lot (Medium) | Parking lot | 1 min walk |
| Hole in the Wall Burger | Fast food restaurant | 1 min walk |
| El Paraiso | Restaurant | 2 min walk |
| Parking Lot | Parking lot | 2 min walk |
| Jeronimo-El Toro | Bus stop | 2 min walk |
4.3 average across 32 reviews: Google 32. (Confirmed, read September 11, 2026.)
LMS Auto Repair is recognized for its honest service and fair pricing, though recent management changes have raised concerns about upselling practices. (AI guess, from 32 reviews.)
It measures how likely AI engines are to recommend a business, and how accurately. Lake Forest auto repair shops run 24 to 42. Fair starts at 45, good at 65. LMS Auto scores 27, below the Lake Forest average of 29. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | LMS Auto |
|---|---|---|---|---|
| Retrieval grounding | 26 | 0 | 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. | Poor |
| 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 | 7 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Poor |
| Reviews & response | 12 | 71 | 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. | Good |
| Backlink & citation authority | 8 | 52 | Domain authority and editorial quality of the sources that attest to you. | Fair |
| Google Business Profile | 8 | 90 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 98 | Core Web Vitals at the 75th percentile, on a real phone. | Good |
| Content freshness & schema | 5 | 74 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Good |
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 LMS Auto |
|---|---|---|---|---|
| LMS Auto Repair | LocalBusiness | #business | https://www.lmsautorepair.com/ | Subject of this page |
| Lake Forest, California | City | #city | City LMS Auto 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 Lake Forest, 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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# LMS Auto Repair, Lake Forest CA: Reviews Source: Local AI Registry, https://localairegistry.com/biz/ca/lake-forest/lms-auto-repair-lake-forest-ca. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Updated 2026-09-11. Canonical: https://localairegistry.com/biz/ca/lake-forest/lms-auto-repair-lake-forest-ca ## Photos -  -  -  -  -  ## In short LMS Auto Repair is an auto repair shop in Lake Forest, CA. Its AI Score is 27 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 | 23091 Orange Ave Ste A, Lake Forest, CA 92630, USA | | Hours | Mon to Fri 8 AM to 6 PM · Sat 8 AM to 4 PM · Closed Sun | | Phone | (949) 328-9482 | | Rating | 4.3 across 32 reviews on Google | | Updated | September 11, 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 | 23091 Orange Ave Ste A, Lake Forest, CA 92630, USA | Confirmed | Google Business Profile | | Location info | Description | At LMS Auto Repair and Tires, we treat our customers like family. Our team of professionals are certified and have over 20 years of experience. We only fix what needs to be fixed, and we guarantee each and every repair. Our goal is to keep our customers happy by providing you the very best and honest service. You can feel confident that your car is in good hands. If you have any questions - go ahead and ask. We’re here to listen! | Confirmed | Google Business Profile | | Location info | Hours | Mon to Fri 8:00 AM to 6:00 PM · Sat 8:00 AM to 4:00 PM · Sun Closed | Confirmed | Google Business Profile | | Location info | Name | LMS Auto Repair | Confirmed | Google Business Profile | | Location info | Phone | (949) 328-9482 | Confirmed | Google Business Profile | | Hours | Monday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile | | Hours | Tuesday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile | | Hours | Wednesday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile | | Hours | Thursday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile | | Hours | Friday | 8:00 AM to 6:00 PM | Confirmed | Google Business Profile | | Hours | Saturday | 8:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Sunday | Closed | Confirmed | Google Business Profile | | Services | Service | Auto repair | AI guess | | | Services | Service | Tire services | AI guess | | | Links | Website | https://www.lmsautorepair.com/ | 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 LMS Auto Address: 23091 Orange Ave Ste A, Lake Forest, CA 92630, USA. Phone: (949) 328-9482. Hours: Mon to Fri 8 AM to 6 PM · Sat 8 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.) ### Location info from Google Business Profile From Google Business Profile: "At LMS Auto Repair and Tires, we treat our customers like family. Our team of professionals are certified and have over 20 years of experience. We only fix what needs to be fixed, and we guarantee each and every repair. Our goal is to keep our customers happy by providing you the very best and honest service. You can feel confident that your car is in good hands. If you have any questions - go ahead and ask. We’re here to listen!" ### 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 | | --- | --- | --- | | Parking Lot (Small) | Parking lot | 1 min walk | | Parking Lot (Medium) | Parking lot | 1 min walk | | Hole in the Wall Burger | Fast food restaurant | 1 min walk | | El Paraiso | Restaurant | 2 min walk | | Parking Lot | Parking lot | 2 min walk | | Jeronimo-El Toro | Bus stop | 2 min walk | ## Reputation 4.3 average across 32 reviews: Google 32. (Confirmed, read September 11, 2026.) LMS Auto Repair is recognized for its honest service and fair pricing, though recent management changes have raised concerns about upselling practices. (AI guess, from 32 reviews.) ### What people like - Affordable oil change services ### What people do not like - Long waits for service - Perceived upselling of unnecessary repairs - Inconsistent quality of service with new management ### 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 Horacio Auto? ### reviews all look glowing, what are the real complaints? ### genuinely, what is good about this one ### what time does LMS Auto in Lake Forest actually open? ### Any membership pricing at LMS Auto? ### is there a socials account worth following ### people keep recommending this shop, what for? ### Booking a first visit here, what happens? ### where exactly is LMS Auto? ### LMS Auto, any chance to get in this week? ### prices round here, anyone got a number ### Finance options, anyone used them? ### planning a Sunday visit, is that a wasted trip ### Coffee near LMS Auto on Orange? ### how do I reach LMS Auto to sort something out? ### best auto repair shop in Lake Forest ## The AI Score: 27 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Lake Forest auto repair shops run 24 to 42. Fair starts at 45, good at 65. LMS Auto scores 27, below the Lake Forest average of 29. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | LMS Auto | | --- | --- | --- | --- | --- | | Retrieval grounding | 26 | 0 | 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. | Poor | | 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 | 7 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Poor | | Reviews & response | 12 | 71 | 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. | Good | | Backlink & citation authority | 8 | 52 | Domain authority and editorial quality of the sources that attest to you. | Fair | | Google Business Profile | 8 | 90 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good | | Speed & mobile | 7 | 98 | Core Web Vitals at the 75th percentile, on a real phone. | Good | | Content freshness & schema | 5 | 74 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Good | 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 LMS Auto | | --- | --- | --- | --- | --- | | LMS Auto Repair | LocalBusiness | #business | https://www.lmsautorepair.com/ | Subject of this page | | Lake Forest, California | City | #city | | City LMS Auto 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 Lake Forest, linked to the lists and towns around it. ### Lists - Best auto repair shops in Lake Forest: https://localairegistry.com/leaderboards/ca/lake-forest/auto-repair-shop - Best businesses in Lake Forest: https://localairegistry.com/leaderboards/ca/lake-forest ### Nearby - /san-jose: https://localairegistry.com/leaderboards/ca/san-jose - /los-angeles: https://localairegistry.com/leaderboards/ca/los-angeles - /san-francisco: https://localairegistry.com/leaderboards/ca/san-francisco - /san-diego: https://localairegistry.com/leaderboards/ca/san-diego - /irvine: https://localairegistry.com/leaderboards/ca/irvine - /mountain-view: https://localairegistry.com/leaderboards/ca/mountain-view ### Every list - Every leaderboard in California: https://localairegistry.com/leaderboards/ca ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJD7VyuHHp3IARjdNMTLuYgwo (accessed Sep 11, 2026) - [2] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 22, 2026, https://localairegistry.com/methodology (accessed Sep 19, 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
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<p>Local AI Registry · Auto repair shops in Lake Forest, CA · Editorial</p>
<h2>LMS Auto Repair, Lake Forest CA: Reviews</h2>
<p>By Steve Lee, founder and CEO of Local AI Registry. Updated September 11, 2026.</p>
<p>Published September 11, 2026 · Updated September 11, 2026 · Machine-readable version below</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>LMS Auto Repair is an auto repair shop in Lake Forest, CA. Its AI Score is 27 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>23091 Orange Ave Ste A, Lake Forest, CA 92630, USA</td></tr>
<tr><td>Hours</td><td>Mon to Fri 8 AM to 6 PM · Sat 8 AM to 4 PM · Closed Sun</td></tr>
<tr><td>Phone</td><td>(949) 328-9482</td></tr>
<tr><td>Rating</td><td>4.3 across 32 reviews on Google</td></tr>
<tr><td>Updated</td><td>September 11, 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>23091 Orange Ave Ste A, Lake Forest, CA 92630, USA</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Description</td><td>At LMS Auto Repair and Tires, we treat our customers like family. Our team of professionals are certified and have over 20 years of experience. We only fix what needs to be fixed, and we guarantee each and every repair. Our goal is to keep our customers happy by providing you the very best and honest service. You can feel confident that your car is in good hands. If you have any questions - go ahead and ask. We’re here to listen!</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon to Fri 8:00 AM to 6:00 PM · Sat 8:00 AM to 4:00 PM · Sun Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Name</td><td>LMS Auto Repair</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(949) 328-9482</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Monday</td><td>8:00 AM to 6:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>8:00 AM to 6:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>8:00 AM to 6:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>8:00 AM to 6:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Friday</td><td>8:00 AM to 6:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>8:00 AM to 4:00 PM</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>
<tr><td>Services</td><td>Service</td><td>Auto repair</td><td>AI guess</td><td></td></tr>
<tr><td>Services</td><td>Service</td><td>Tire services</td><td>AI guess</td><td></td></tr>
<tr><td>Links</td><td>Website</td><td>https://www.lmsautorepair.com/</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-lms-auto">
<h3>Visiting LMS Auto</h3>
<p>Address: 23091 Orange Ave Ste A, Lake Forest, CA 92630, USA. Phone: (949) 328-9482. Hours: Mon to Fri 8 AM to 6 PM · Sat 8 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.)</p>
<h4>Location info from Google Business Profile</h4>
<p>From Google Business Profile: "At LMS Auto Repair and Tires, we treat our customers like family. Our team of professionals are certified and have over 20 years of experience. We only fix what needs to be fixed, and we guarantee each and every repair. Our goal is to keep our customers happy by providing you the very best and honest service. You can feel confident that your car is in good hands. If you have any questions - go ahead and ask. We’re here to listen!"</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>Parking Lot (Small)</td><td>Parking lot</td><td>1 min walk</td></tr>
<tr><td>Parking Lot (Medium)</td><td>Parking lot</td><td>1 min walk</td></tr>
<tr><td>Hole in the Wall Burger</td><td>Fast food restaurant</td><td>1 min walk</td></tr>
<tr><td>El Paraiso</td><td>Restaurant</td><td>2 min walk</td></tr>
<tr><td>Parking Lot</td><td>Parking lot</td><td>2 min walk</td></tr>
<tr><td>Jeronimo-El Toro</td><td>Bus stop</td><td>2 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>4.3 average across 32 reviews: Google 32. (Confirmed, read September 11, 2026.)</p>
<p>LMS Auto Repair is recognized for its honest service and fair pricing, though recent management changes have raised concerns about upselling practices. (AI guess, from 32 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Affordable oil change services</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>Long waits for service</li>
<li>Perceived upselling of unnecessary repairs</li>
<li>Inconsistent quality of service with new management</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 Horacio Auto?</h4>
<h4>reviews all look glowing, what are the real complaints?</h4>
<h4>genuinely, what is good about this one</h4>
<h4>what time does LMS Auto in Lake Forest actually open?</h4>
<h4>Any membership pricing at LMS Auto?</h4>
<h4>is there a socials account worth following</h4>
<h4>people keep recommending this shop, what for?</h4>
<h4>Booking a first visit here, what happens?</h4>
<h4>where exactly is LMS Auto?</h4>
<h4>LMS Auto, any chance to get in this week?</h4>
<h4>prices round here, anyone got a number</h4>
<h4>Finance options, anyone used them?</h4>
<h4>planning a Sunday visit, is that a wasted trip</h4>
<h4>Coffee near LMS Auto on Orange?</h4>
<h4>how do I reach LMS Auto to sort something out?</h4>
<h4>best auto repair shop in Lake Forest</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 27 of 100</h3>
<p>It measures how likely AI engines are to recommend a business, and how accurately. Lake Forest auto repair shops run 24 to 42. Fair starts at 45, good at 65. LMS Auto scores 27, below the Lake Forest average of 29. 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">LMS Auto</th></tr></thead>
<tbody>
<tr><td>Retrieval grounding</td><td>26</td><td>0</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>Poor</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>7</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>71</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>Good</td></tr>
<tr><td>Backlink & citation authority</td><td>8</td><td>52</td><td>Domain authority and editorial quality of the sources that attest to you.</td><td>Fair</td></tr>
<tr><td>Google Business Profile</td><td>8</td><td>90</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>98</td><td>Core Web Vitals at the 75th percentile, on a real phone.</td><td>Good</td></tr>
<tr><td>Content freshness & schema</td><td>5</td><td>74</td><td>Crawl recency, intent alignment, valid JSON-LD, canonicals.</td><td>Good</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 LMS Auto</th></tr></thead>
<tbody>
<tr><td>LMS Auto Repair</td><td>LocalBusiness</td><td>#business</td><td>https://www.lmsautorepair.com/</td><td>Subject of this page</td></tr>
<tr><td>Lake Forest, California</td><td>City</td><td>#city</td><td></td><td>City LMS Auto 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 Lake Forest, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best auto repair shops in Lake Forest: https://localairegistry.com/leaderboards/ca/lake-forest/auto-repair-shop</li>
<li>Best businesses in Lake Forest: https://localairegistry.com/leaderboards/ca/lake-forest</li>
</ul>
<h4>Nearby</h4>
<ul>
<li>/san-jose: https://localairegistry.com/leaderboards/ca/san-jose</li>
<li>/los-angeles: https://localairegistry.com/leaderboards/ca/los-angeles</li>
<li>/san-francisco: https://localairegistry.com/leaderboards/ca/san-francisco</li>
<li>/san-diego: https://localairegistry.com/leaderboards/ca/san-diego</li>
<li>/irvine: https://localairegistry.com/leaderboards/ca/irvine</li>
<li>/mountain-view: https://localairegistry.com/leaderboards/ca/mountain-view</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in California: https://localairegistry.com/leaderboards/ca</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:ChIJD7VyuHHp3IARjdNMTLuYgwo (accessed Sep 11, 2026)</li>
<li>[2] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 22, 2026, https://localairegistry.com/methodology (accessed Sep 19, 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.