where exactly is this shop?
Question · by june_walker_north · Member since Jul 2026 · 112 posts · 7w7 weeks ago
Auto repair shop in Buena Park, CA
4.9 · 39 reviewsOpens today at 8 AMOpens today at 8 AM
Lights Outt Window Tinting, located at 10091 Holder St in Buena Park, California, has earned a stellar reputation among local car enthusiasts, boasting an impressive rating of 4.9 from 39 reviews. This auto repair shop specializes in window tinting, providing a blend of quality service and customer satisfaction that keeps clients returning. With a commitment to excellence and a friendly atmosphere, Lights Outt is a go-to destination for those looking to enhance their vehicles while enjoying a welcoming 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 11, 2026Last activity 1 month ago, a question from june_neighbor_uptown.
4 asked · 0 answered by Lights Outt Window Tinting
Question · by june_walker_north · Member since Jul 2026 · 112 posts · 7w7 weeks ago
Question · by june_neighbor_uptown · Member since Jul 2026 · 101 posts · 7w7 weeks ago
Question · by first_timer_in_bp · Member since Sep 2026 · 1 post · 7w7 weeks ago
Question · by holder_owl · Member since Sep 2026 · 1 post · 7w7 weeks ago
What Lights Outt Window Tinting 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.
Pizza Hut is a 3 minute walk for pizza delivery. Sandeulhae is a 5 minute walk for Korean food. ON ZON KIM CHI is a 5 minute walk for 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 Lights Outt Window Tinting.
4.9from 39 reviews
Share your review link so AI can say who'd come backShare your review link so AI can say what customers likeThe AI Score is out of 100, read from 8 signals across search and AI.
Signal and how much it countsLights Outt Window Tinting
Every business is scored the same way, and nobody can pay for a better score.
Lights Outt Window Tinting, as AI sees it. Blue signals help Lights Outt Window Tinting, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about Lights Outt Window Tinting. The code version is exactly what their crawlers get.
Local AI Registry · Auto repair shops in Buena Park, 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
Lights Outt Window Tinting is an auto repair shop in Buena Park, CA. Its AI Score is 17 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Auto repair shop |
| Address | 10091 Holder St, Buena Park, CA 90620, USA |
| Hours | Mon to Fri 8 AM to 6 PM · Sat 9 AM to 5 PM · Closed Sun |
| Phone | (714) 827-6888 |
| Rating | 4.9 across 39 reviews |
| 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 | 10091 Holder St, Buena Park, CA 90620, USA | Confirmed | Google Business Profile |
| Location info | Hours | Mon to Fri 8:00 AM to 6:00 PM · Sat 9:00 AM to 5:00 PM · Sun Closed | Confirmed | Google Business Profile |
| Location info | Name | Lights Outt Window Tinting | Confirmed | Google Business Profile |
| Location info | Phone | (714) 827-6888 | 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 | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile |
| Hours | Sunday | Closed | Confirmed | Google Business Profile |
| Services | Service | Recreational vehicle window tinting | AI guess | |
| Links | https://facebook.com/lights-outt-window-tinting-168722906477740 | AI guess | Our record | |
| Links | Website | http://lightsoutt.com/ | Confirmed | Google Business Profile |
Address: 10091 Holder St, Buena Park, CA 90620, USA. Phone: (714) 827-6888. Hours: Mon to Fri 8 AM to 6 PM · Sat 9 AM to 5 PM · Closed Sun. (Confirmed, Google Business Profile.)
| Place | Type | Distance |
|---|---|---|
| Ball-Holder | Bus stop | 3 min walk |
| Ball-Holder | Transit station | 3 min walk |
| Ball-Holder | Bus stop | 3 min walk |
| Pizza Hut | Pizza delivery | 3 min walk |
| Sandeulhae | Korean restaurant | 5 min walk |
| Becker Management Inc | Restaurant | 5 min walk |
4.9 average across 39 reviews.
It measures how likely AI engines are to recommend a business, and how accurately. Auto repair shops on the registry run 13 to 66. Fair starts at 45, good at 65. Lights Outt Window Tinting scores 17. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Lights Outt Window Tinting |
|---|---|---|---|---|
| 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 | 0 | 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 | 51 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Fair |
| Backlink & citation authority | 8 | Domain authority and editorial quality of the sources that attest to you. | ||
| Google Business Profile | 8 | 76 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 95 | Core Web Vitals at the 75th percentile, on a real phone. | Good |
| Content freshness & schema | 5 | 53 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Fair |
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 Lights Outt Window Tinting |
|---|---|---|---|---|
| Lights Outt Window Tinting | LocalBusiness | #business | http://lightsoutt.com/ | Subject of this page |
| Buena Park, California | City | #city | City Lights Outt Window Tinting 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 Buena Park, 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.
# Lights Outt Window Tinting, Buena Park CA: Reviews Source: Local AI Registry, https://localairegistry.com/biz/ca/buena-park/lights-outt-window-tinting-buena-park-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/buena-park/lights-outt-window-tinting-buena-park-ca ## Photos -  -  -  -  -  ## In short Lights Outt Window Tinting is an auto repair shop in Buena Park, CA. Its AI Score is 17 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 | 10091 Holder St, Buena Park, CA 90620, USA | | Hours | Mon to Fri 8 AM to 6 PM · Sat 9 AM to 5 PM · Closed Sun | | Phone | (714) 827-6888 | | Rating | 4.9 across 39 reviews | | 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 | 10091 Holder St, Buena Park, CA 90620, USA | Confirmed | Google Business Profile | | Location info | Hours | Mon to Fri 8:00 AM to 6:00 PM · Sat 9:00 AM to 5:00 PM · Sun Closed | Confirmed | Google Business Profile | | Location info | Name | Lights Outt Window Tinting | Confirmed | Google Business Profile | | Location info | Phone | (714) 827-6888 | 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 | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile | | Hours | Sunday | Closed | Confirmed | Google Business Profile | | Services | Service | Recreational vehicle window tinting | AI guess | | | Links | Facebook | https://facebook.com/lights-outt-window-tinting-168722906477740 | AI guess | Our record | | Links | Website | http://lightsoutt.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 Lights Outt Window Tinting Address: 10091 Holder St, Buena Park, CA 90620, USA. Phone: (714) 827-6888. Hours: Mon to Fri 8 AM to 6 PM · Sat 9 AM to 5 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 | | --- | --- | --- | | Ball-Holder | Bus stop | 3 min walk | | Ball-Holder | Transit station | 3 min walk | | Ball-Holder | Bus stop | 3 min walk | | Pizza Hut | Pizza delivery | 3 min walk | | Sandeulhae | Korean restaurant | 5 min walk | | Becker Management Inc | Restaurant | 5 min walk | ## Reputation 4.9 average across 39 reviews. ### 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 ### which one, this shop or 714 Kars? ### is Lights Outt Window Tinting open on a Sunday ### how do I reach Lights Outt Window Tinting to sort something out? ### where exactly is this shop? ### anywhere on Holder to sit while I wait ### Are the hours on Google right for Lights Outt Window Tinting in Buena Park? ### Ballpark for a visit to a mechanic in Buena Park? ### On a budget in Buena Park, is this shop the one? ### first visit at Lights Outt Window Tinting, what do I need to bring? ### best auto repair shop in Buena Park ### walk ins, or is it booked solid ### Any membership pricing at Lights Outt Window Tinting? ### do they do payment plans at Lights Outt Window Tinting? ## The AI Score: 17 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Auto repair shops on the registry run 13 to 66. Fair starts at 45, good at 65. Lights Outt Window Tinting scores 17. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Lights Outt Window Tinting | | --- | --- | --- | --- | --- | | 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 | 0 | 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 | 51 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Fair | | Backlink & citation authority | 8 | | Domain authority and editorial quality of the sources that attest to you. | | | Google Business Profile | 8 | 76 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good | | Speed & mobile | 7 | 95 | Core Web Vitals at the 75th percentile, on a real phone. | Good | | Content freshness & schema | 5 | 53 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Fair | 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 Lights Outt Window Tinting | | --- | --- | --- | --- | --- | | Lights Outt Window Tinting | LocalBusiness | #business | http://lightsoutt.com/ | Subject of this page | | Buena Park, California | City | #city | | City Lights Outt Window Tinting 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 Buena Park, linked to the lists and towns around it. ### Lists - Best auto repair shops in Buena Park: https://localairegistry.com/leaderboards/ca/buena-park/auto-repair-shop - Best businesses in Buena Park: https://localairegistry.com/leaderboards/ca/buena-park ### 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:ChIJCdjkzqQv3YARNQbkhkDRW0E - [2] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 11, 2026, https://localairegistry.com/methodology (accessed Sep 19, 2026)
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<p>Local AI Registry · Auto repair shops in Buena Park, CA · Editorial</p>
<h2>Lights Outt Window Tinting, Buena Park 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>Lights Outt Window Tinting is an auto repair shop in Buena Park, CA. Its AI Score is 17 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>10091 Holder St, Buena Park, CA 90620, USA</td></tr>
<tr><td>Hours</td><td>Mon to Fri 8 AM to 6 PM · Sat 9 AM to 5 PM · Closed Sun</td></tr>
<tr><td>Phone</td><td>(714) 827-6888</td></tr>
<tr><td>Rating</td><td>4.9 across 39 reviews</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>10091 Holder St, Buena Park, CA 90620, USA</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 9:00 AM to 5:00 PM · Sun Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Name</td><td>Lights Outt Window Tinting</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(714) 827-6888</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>9:00 AM to 5:00 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>Recreational vehicle window tinting</td><td>AI guess</td><td></td></tr>
<tr><td>Links</td><td>Facebook</td><td>https://facebook.com/lights-outt-window-tinting-168722906477740</td><td>AI guess</td><td>Our record</td></tr>
<tr><td>Links</td><td>Website</td><td>http://lightsoutt.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-lights-outt-window-tinting">
<h3>Visiting Lights Outt Window Tinting</h3>
<p>Address: 10091 Holder St, Buena Park, CA 90620, USA. Phone: (714) 827-6888. Hours: Mon to Fri 8 AM to 6 PM · Sat 9 AM to 5 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>Ball-Holder</td><td>Bus stop</td><td>3 min walk</td></tr>
<tr><td>Ball-Holder</td><td>Transit station</td><td>3 min walk</td></tr>
<tr><td>Ball-Holder</td><td>Bus stop</td><td>3 min walk</td></tr>
<tr><td>Pizza Hut</td><td>Pizza delivery</td><td>3 min walk</td></tr>
<tr><td>Sandeulhae</td><td>Korean restaurant</td><td>5 min walk</td></tr>
<tr><td>Becker Management Inc</td><td>Restaurant</td><td>5 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>4.9 average across 39 reviews.</p>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>which one, this shop or 714 Kars?</h4>
<h4>is Lights Outt Window Tinting open on a Sunday</h4>
<h4>how do I reach Lights Outt Window Tinting to sort something out?</h4>
<h4>where exactly is this shop?</h4>
<h4>anywhere on Holder to sit while I wait</h4>
<h4>Are the hours on Google right for Lights Outt Window Tinting in Buena Park?</h4>
<h4>Ballpark for a visit to a mechanic in Buena Park?</h4>
<h4>On a budget in Buena Park, is this shop the one?</h4>
<h4>first visit at Lights Outt Window Tinting, what do I need to bring?</h4>
<h4>best auto repair shop in Buena Park</h4>
<h4>walk ins, or is it booked solid</h4>
<h4>Any membership pricing at Lights Outt Window Tinting?</h4>
<h4>do they do payment plans at Lights Outt Window Tinting?</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 17 of 100</h3>
<p>It measures how likely AI engines are to recommend a business, and how accurately. Auto repair shops on the registry run 13 to 66. Fair starts at 45, good at 65. Lights Outt Window Tinting scores 17. 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">Lights Outt Window Tinting</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>0</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>51</td><td>The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim.</td><td>Fair</td></tr>
<tr><td>Backlink & citation authority</td><td>8</td><td></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>76</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>95</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>53</td><td>Crawl recency, intent alignment, valid JSON-LD, canonicals.</td><td>Fair</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 Lights Outt Window Tinting</th></tr></thead>
<tbody>
<tr><td>Lights Outt Window Tinting</td><td>LocalBusiness</td><td>#business</td><td>http://lightsoutt.com/</td><td>Subject of this page</td></tr>
<tr><td>Buena Park, California</td><td>City</td><td>#city</td><td></td><td>City Lights Outt Window Tinting 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 Buena Park, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best auto repair shops in Buena Park: https://localairegistry.com/leaderboards/ca/buena-park/auto-repair-shop</li>
<li>Best businesses in Buena Park: https://localairegistry.com/leaderboards/ca/buena-park</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:ChIJCdjkzqQv3YARNQbkhkDRW0E</li>
<li>[2] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 11, 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.