anyone been to both here and Horacio Auto?
Question · by careful_on_cherry · Member since Sep 2026 · 2 posts · 7w7 weeks ago
Auto repair shop in Lake Forest, CA
4.8 · 56 reviewsOpens Tuesday at 8 AMOpens Tuesday at 8 AM
Lee's Auto, located at 23211 Cherry Ave A in Lake Forest, California, has earned a reputation as a trusted auto repair shop, boasting a remarkable 4.8-star rating from 56 reviews. Customers frequently commend Pablo and his team for their honesty, kindness, and extensive knowledge. Many appreciate the welcoming atmosphere and the clear explanations provided for any car issues. With a commitment to excellent customer service and fair pricing, Lee's Auto stands out as a beloved local gem for all auto repair needs, making it a go-to destination for residents in South Orange County.
Eligible to offer 20% cashback to customers who shop here.OrbitBack
Add your name so AI can say who owns the business
Unclaimed · Never replied · 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 careful_on_cherry.
6 asked · 0 answered by Lee's
Question · by careful_on_cherry · Member since Sep 2026 · 2 posts · 7w7 weeks ago
Question · by holiday_runner_downtown · Member since Jul 2026 · 68 posts · 7w7 weeks ago
Question · by autumn_regular_north · Member since Jul 2026 · 84 posts · 7w7 weeks ago
Question · by hopeful_on_cherry · Member since Aug 2026 · 2 posts · 7w7 weeks ago
Question · by cherry_iris · Member since Aug 2026 · 2 posts · 7w7 weeks ago
Question · by undecided_on_cherry · Member since Aug 2026 · 3 posts · 8w8 weeks ago
What Lee's 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.
Lake Forest Golf and Practice Center is a 3 minute walk for golf. Hole in the Wall Burger is a 4 minute walk for fast 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.
What reviews, press and directories say about Lee's.
4.8from 56 reviews on Google
Lee's Auto stands out for its honest service and the trusted reputation of Pablo, despite some recent customer service concerns. Customers appreciate the honesty and thoroughness of Pablo and his team at Lee's Auto. Many feel a sense of trust and respect, often highlighting the clear communication about repairs and the fair pricing. The shop is described as clean and efficient, making it a reliable choice for various auto repairs.
Listed on 3 of the 17 directories AI reads.
The AI Score is out of 100, read from 8 signals across search and AI.
28 Lake Forest avg
Signal and how much it countsLee's
Every business is scored the same way, and nobody can pay for a better score.
Lee's, as AI sees it. Blue signals help Lee's, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about Lee's. 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
Lee's Auto is an auto repair shop in Lake Forest, CA. Its AI Score is 33 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Auto repair shop |
| Address | 23211 Cherry Ave A, Lake Forest, CA 92630, USA |
| Hours | Mon to Fri 8 AM to 6 PM · Sat 8 AM to 2 PM · Closed Sun |
| Phone | (949) 465-9626 |
| Rating | 4.8 across 56 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 | 23211 Cherry Ave A, Lake Forest, CA 92630, USA | Confirmed | Google Business Profile |
| Location info | Description | 23211 Cherry Ave A, Lake Forest, CA 92630 | Confirmed | Google Business Profile |
| Location info | Hours | Mon to Fri 8:00 AM to 6:00 PM · Sat 8:00 AM to 2:00 PM · Sun Closed | Confirmed | Google Business Profile |
| Location info | Name | Lee's Auto | Confirmed | Google Business Profile |
| Location info | Phone | (949) 465-9626 | 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 2:00 PM | Confirmed | Google Business Profile |
| Hours | Sunday | Closed | Confirmed | Google Business Profile |
| Team | Lake Forest, CA | Confirmed | Google Business Profile |
1 person is named on this page.
| Field | Value | Mark | Evidence |
|---|
Address: 23211 Cherry Ave A, Lake Forest, CA 92630, USA. Phone: (949) 465-9626. Hours: Mon to Fri 8 AM to 6 PM · Sat 8 AM to 2 PM · Closed Sun. (Confirmed, Google Business Profile.)
| Place | Type | Distance |
|---|---|---|
| Parking Lot | Parking lot | 1 min walk |
| Parking Lot | Parking lot | 1 min walk |
| Jeronimo-Cherry | Bus stop | 2 min walk |
| Jeronimo-Cherry | Bus stop | 2 min walk |
| Parking Lot | Parking lot | 3 min walk |
| Lake Forest Golf and Practice Center | Golf course | 3 min walk |
4.8 average across 56 reviews: Google 56. (Confirmed, read September 11, 2026.)
Lee's Auto stands out for its honest service and the trusted reputation of Pablo, despite some recent customer service concerns. (AI guess, from 56 reviews.)
Listed on 3 of the 17 directories we checked.
| Directory | Listed |
|---|---|
| Alignable | Not listed |
| Angi | Not listed |
| Apple Maps | Not listed |
| Birdeye | Not listed |
| Brownbook | Not listed |
| Chamber of Commerce | Not listed |
| Cylex | Not listed |
| DexKnows | Not listed |
| Not listed | |
| Manta | Listed |
| MapQuest | Not listed |
| MerchantCircle | Not listed |
| Nextdoor | Listed |
| Thumbtack | Not listed |
| Yellowbook | Not listed |
| Yellow Pages | Not listed |
| Yelp | Listed |
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. Lee's scores 33, above the Lake Forest average of 28. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Lee's |
|---|---|---|---|---|
| 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 | 38 | 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 | 83 | 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 | 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 Lee's |
|---|---|---|---|---|
| Lee's Auto | LocalBusiness | #business | Subject of this page | |
| Lake Forest, CA | Person | #team-lake-forest | ||
| Lake Forest, California | City | #city | City Lee's 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.
HTTP/2 200 content-type: text/html; charset=utf-8 link: <https://localairegistry.com/biz/ca/lake-forest/lee-s-auto-lake-forest-ca>; rel="canonical", <https://localairegistry.com/biz/ca/lake-forest/lee-s-auto-lake-forest-ca.md>; rel="alternate"; type="text/markdown", <https://localairegistry.com/llms.txt>; rel="describedby"
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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# Lee's Auto, Lake Forest CA: Reviews Source: Local AI Registry, https://localairegistry.com/biz/ca/lake-forest/lee-s-auto-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/lee-s-auto-lake-forest-ca ## Photos -  -  -  -  -  ## In short Lee's Auto is an auto repair shop in Lake Forest, CA. Its AI Score is 33 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 | 23211 Cherry Ave A, Lake Forest, CA 92630, USA | | Hours | Mon to Fri 8 AM to 6 PM · Sat 8 AM to 2 PM · Closed Sun | | Phone | (949) 465-9626 | | Rating | 4.8 across 56 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 | 23211 Cherry Ave A, Lake Forest, CA 92630, USA | Confirmed | Google Business Profile | | Location info | Description | 23211 Cherry Ave A, Lake Forest, CA 92630 | Confirmed | Google Business Profile | | Location info | Hours | Mon to Fri 8:00 AM to 6:00 PM · Sat 8:00 AM to 2:00 PM · Sun Closed | Confirmed | Google Business Profile | | Location info | Name | Lee's Auto | Confirmed | Google Business Profile | | Location info | Phone | (949) 465-9626 | 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 2:00 PM | Confirmed | Google Business Profile | | Hours | Sunday | Closed | Confirmed | Google Business Profile | | Team | Lake Forest, CA | | 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 1 person is named on this page. ### Lake Forest, CA | Field | Value | Mark | Evidence | | --- | --- | --- | --- | ## Visiting Lee's Address: 23211 Cherry Ave A, Lake Forest, CA 92630, USA. Phone: (949) 465-9626. Hours: Mon to Fri 8 AM to 6 PM · Sat 8 AM to 2 PM · Closed 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 | | --- | --- | --- | | Parking Lot | Parking lot | 1 min walk | | Parking Lot | Parking lot | 1 min walk | | Jeronimo-Cherry | Bus stop | 2 min walk | | Jeronimo-Cherry | Bus stop | 2 min walk | | Parking Lot | Parking lot | 3 min walk | | Lake Forest Golf and Practice Center | Golf course | 3 min walk | ## Reputation 4.8 average across 56 reviews: Google 56. (Confirmed, read September 11, 2026.) Lee's Auto stands out for its honest service and the trusted reputation of Pablo, despite some recent customer service concerns. (AI guess, from 56 reviews.) ### What people like - Clear explanations of car issues - Efficient oil changes and maintenance - Reasonable pricing for repairs - Trustworthy diagnostics and repairs ### What people do not like - Service quality declined under new ownership - Long diagnostic times without resolution ### Press Add a press story so AI can say who's written about you ### Awards Add an award so AI can name it ### Directories Listed on 3 of the 17 directories we checked. | Directory | Listed | | --- | --- | | Alignable | Not listed | | Angi | Not listed | | Apple Maps | Not listed | | Birdeye | Not listed | | Brownbook | Not listed | | Chamber of Commerce | Not listed | | Cylex | Not listed | | DexKnows | Not listed | | Facebook | Not listed | | Manta | Listed | | MapQuest | Not listed | | MerchantCircle | Not listed | | Nextdoor | Listed | | Thumbtack | Not listed | | Yellowbook | Not listed | | Yellow Pages | Not listed | | Yelp | Listed | ## Questions people ask ### anyone been to both here and Horacio Auto? ### Why do people rate this shop? ### first visit at Lee's, what do I need to bring? ### Calling Lee's, or is there a better way? ### Ballpark for a visit to a mechanic in Lake Forest? ### best auto repair shop in Lake Forest ### membership, worth it or not ### bad experiences at Lee's, anyone? ### Does this shop split it over a few months? ### opening hours at Lee's in Lake Forest, what are they these days? ### where exactly is Lee's? ### walk ins, or is it booked solid ### planning a Sunday visit, is that a wasted trip ### anywhere cheaper than Lee's in Lake Forest that is still good? ### Do they post anywhere? ### what does this shop actually get right? ## The AI Score: 33 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. Lee's scores 33, above the Lake Forest average of 28. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Lee's | | --- | --- | --- | --- | --- | | 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 | 38 | 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 | 83 | 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 | 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 Lee's | | --- | --- | --- | --- | --- | | Lee's Auto | LocalBusiness | #business | | Subject of this page | | Lake Forest, CA | Person | #team-lake-forest | | | | Lake Forest, California | City | #city | | City Lee's 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:ChIJLcrvERrp3IAR8oXmVxcvW-c (accessed Sep 11, 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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<header>
<p>Local AI Registry · Auto repair shops in Lake Forest, CA · Editorial</p>
<h2>Lee's Auto, 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>Lee's Auto is an auto repair shop in Lake Forest, CA. Its AI Score is 33 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>23211 Cherry Ave 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 2 PM · Closed Sun</td></tr>
<tr><td>Phone</td><td>(949) 465-9626</td></tr>
<tr><td>Rating</td><td>4.8 across 56 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>23211 Cherry Ave 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>23211 Cherry Ave A, Lake Forest, CA 92630</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 2:00 PM · Sun Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Name</td><td>Lee's Auto</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(949) 465-9626</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 2:00 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>Team</td><td>Lake Forest, CA</td><td></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>
<p>1 person is named on this page.</p>
<h4>Lake Forest, CA</h4>
<table>
<thead><tr><th scope="col">Field</th><th scope="col">Value</th><th scope="col">Mark</th><th scope="col">Evidence</th></tr></thead>
<tbody>
</tbody>
</table>
</section>
<section id="ai-visiting-lee-s">
<h3>Visiting Lee's</h3>
<p>Address: 23211 Cherry Ave A, Lake Forest, CA 92630, USA. Phone: (949) 465-9626. Hours: Mon to Fri 8 AM to 6 PM · Sat 8 AM to 2 PM · Closed 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>Parking Lot</td><td>Parking lot</td><td>1 min walk</td></tr>
<tr><td>Parking Lot</td><td>Parking lot</td><td>1 min walk</td></tr>
<tr><td>Jeronimo-Cherry</td><td>Bus stop</td><td>2 min walk</td></tr>
<tr><td>Jeronimo-Cherry</td><td>Bus stop</td><td>2 min walk</td></tr>
<tr><td>Parking Lot</td><td>Parking lot</td><td>3 min walk</td></tr>
<tr><td>Lake Forest Golf and Practice Center</td><td>Golf course</td><td>3 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>4.8 average across 56 reviews: Google 56. (Confirmed, read September 11, 2026.)</p>
<p>Lee's Auto stands out for its honest service and the trusted reputation of Pablo, despite some recent customer service concerns. (AI guess, from 56 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Clear explanations of car issues</li>
<li>Efficient oil changes and maintenance</li>
<li>Reasonable pricing for repairs</li>
<li>Trustworthy diagnostics and repairs</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>Service quality declined under new ownership</li>
<li>Long diagnostic times without resolution</li>
</ul>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
<p>Listed on 3 of the 17 directories we checked.</p>
<table>
<thead><tr><th scope="col">Directory</th><th scope="col">Listed</th></tr></thead>
<tbody>
<tr><td>Alignable</td><td>Not listed</td></tr>
<tr><td>Angi</td><td>Not listed</td></tr>
<tr><td>Apple Maps</td><td>Not listed</td></tr>
<tr><td>Birdeye</td><td>Not listed</td></tr>
<tr><td>Brownbook</td><td>Not listed</td></tr>
<tr><td>Chamber of Commerce</td><td>Not listed</td></tr>
<tr><td>Cylex</td><td>Not listed</td></tr>
<tr><td>DexKnows</td><td>Not listed</td></tr>
<tr><td>Facebook</td><td>Not listed</td></tr>
<tr><td>Manta</td><td>Listed</td></tr>
<tr><td>MapQuest</td><td>Not listed</td></tr>
<tr><td>MerchantCircle</td><td>Not listed</td></tr>
<tr><td>Nextdoor</td><td>Listed</td></tr>
<tr><td>Thumbtack</td><td>Not listed</td></tr>
<tr><td>Yellowbook</td><td>Not listed</td></tr>
<tr><td>Yellow Pages</td><td>Not listed</td></tr>
<tr><td>Yelp</td><td>Listed</td></tr>
</tbody>
</table>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>anyone been to both here and Horacio Auto?</h4>
<h4>Why do people rate this shop?</h4>
<h4>first visit at Lee's, what do I need to bring?</h4>
<h4>Calling Lee's, or is there a better way?</h4>
<h4>Ballpark for a visit to a mechanic in Lake Forest?</h4>
<h4>best auto repair shop in Lake Forest</h4>
<h4>membership, worth it or not</h4>
<h4>bad experiences at Lee's, anyone?</h4>
<h4>Does this shop split it over a few months?</h4>
<h4>opening hours at Lee's in Lake Forest, what are they these days?</h4>
<h4>where exactly is Lee's?</h4>
<h4>walk ins, or is it booked solid</h4>
<h4>planning a Sunday visit, is that a wasted trip</h4>
<h4>anywhere cheaper than Lee's in Lake Forest that is still good?</h4>
<h4>Do they post anywhere?</h4>
<h4>what does this shop actually get right?</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 33 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. Lee's scores 33, above the Lake Forest average of 28. 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">Lee's</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>38</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>83</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>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 Lee's</th></tr></thead>
<tbody>
<tr><td>Lee's Auto</td><td>LocalBusiness</td><td>#business</td><td></td><td>Subject of this page</td></tr>
<tr><td>Lake Forest, CA</td><td>Person</td><td>#team-lake-forest</td><td></td><td></td></tr>
<tr><td>Lake Forest, California</td><td>City</td><td>#city</td><td></td><td>City Lee's 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:ChIJLcrvERrp3IAR8oXmVxcvW-c (accessed Sep 11, 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.