trying to book here, how long is the wait?
Question · by spontaneous_otis · Member since Aug 2026 · 44 posts · 5d5 days ago
Eye care center in Oakville, ON
4.9 · 49 reviewsOpen today until 6 PMOpen until 6
Located at 2501 Third Line in Oakville, Dr. Brian Paul, Optometrist, has earned a stellar reputation with a 4.9 rating from 49 reviews. Known for his exceptional rapport with children, Dr. Paul is praised for his thoroughness and genuine care, making him a trusted choice for families. His office, a beautifully renovated heritage home, offers a warm and inviting atmosphere, complemented by a friendly and attentive staff. While some clients have expressed concerns about specific prescriptions, the overall experience remains positive, highlighting Dr. Paul's professionalism and dedication to his patients.
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 Oct 29, 2026Last activity 5 days ago, a question from spontaneous_otis.
17 asked · 0 answered by Dr. Brian
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What Dr. Brian offers, what it costs, and what people come for.
No code detected[Photo 1]
No code detected[Photo 2]
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No code detected[Photo 4]When it's quiet, where to park, and what's nearby.
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 Dr. Brian.
4.9from 49 reviews on Google
The practice is distinguished by its family-oriented care and thorough examinations, though some customers express concerns about pricing and prescription clarity. Customers describe a welcoming environment with a focus on thorough eye examinations and clear communication about prescriptions. The practice is noted for its kid-friendly approach, making it a preferred choice for families seeking optometry services.
The AI Score is out of 100, read from 8 signals across search and AI.
38 Oakville avg
Signal and how much it countsDr. Brian
Every business is scored the same way, and nobody can pay for a better score.
Dr. Brian, as AI sees it. Blue signals help Dr. Brian, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about Dr. Brian. The code version is exactly what their crawlers get.
Local AI Registry · Eye care centers in Oakville, ON · Editorial
By Steve Lee, founder and CEO of Local AI Registry. Updated October 29, 2026.
Published October 29, 2026 · Updated October 29, 2026 · Machine-readable version below
Dr. Brian Paul, Optometrist is an eye care center in Oakville, ON. Its AI Score is 24 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Eye care center |
| Address | 2501 Third Line, Oakville, ON L6M 4H8, Canada |
| Hours | Closed Mon · Tue 9 AM to 6 PM · Wed 9 AM to 6 AM · Thu 12 PM to 7 PM · Fri 9 AM to 5 PM · Sat 9 AM to 4 PM · Closed Sun |
| Phone | (905) 389-4201 |
| Rating | 4.9 across 49 reviews on Google |
| Updated | October 29, 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 | Name | Dr. Brian Paul, Optometrist | Confirmed | Google Business Profile |
| Location info | Address | 2501 Third Line, Oakville, ON L6M 4H8, Canada | Confirmed | Google Business Profile |
| Location info | Phone | (905) 389-4201 | Confirmed | Google Business Profile |
| Location info | Hours | Mon Closed · Tue 9:00 AM to 6:00 PM · Wed 9:00 AM to 6:00 AM · Thu 12:00 to 7:00 PM · Fri 9:00 AM to 5:00 PM · Sat 9:00 AM to 4:00 PM · Sun Closed | Confirmed | Google Business Profile |
| Location info | Mondays | Closed | Confirmed | Google Business Profile |
| Hours | Monday | Closed | Confirmed | Google Business Profile |
| Hours | Tuesday | 9:00 AM to 6:00 PM | Confirmed | Google Business Profile |
| Hours | Wednesday | 9:00 AM to 6:00 AM | Confirmed | Google Business Profile |
| Hours | Thursday | 12:00 PM to 7:00 PM | Confirmed | Google Business Profile |
| Hours | Friday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile |
| Hours | Saturday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Sunday | Closed | Confirmed | Google Business Profile |
| Links | Website | http://www.mountaineyecare.net/ | Confirmed | Google Business Profile |
| Links | https://instagram.com/eyecarehamilton | AI guess | Our record | |
| Links | https://facebook.com/mountain-eye-care-hamilton-mountain | AI guess | Our record |
Address: 2501 Third Line, Oakville, ON L6M 4H8, Canada. Phone: (905) 389-4201. Hours: Closed Mon · Tue 9 AM to 6 PM · Wed 9 AM to 6 AM · Thu 12 PM to 7 PM · Fri 9 AM to 5 PM · Sat 9 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.)
4.9 average across 49 reviews: Google 49. (Confirmed, read October 29, 2026.)
The practice is distinguished by its family-oriented care and thorough examinations, though some customers express concerns about pricing and prescription clarity. (AI guess, from 49 reviews.)
It measures how likely AI engines are to recommend a business, and how accurately. Oakville eye care centers run 24 to 62. Fair starts at 45, good at 65. Dr. Brian scores 24, below the Oakville average of 38. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Dr. Brian |
|---|---|---|---|---|
| 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 | 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 | 49 | 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 | 55 | Domain authority and editorial quality of the sources that attest to you. | Fair |
| Google Business Profile | 8 | 84 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 35 | Core Web Vitals at the 75th percentile, on a real phone. | Poor |
| Content freshness & schema | 5 | 77 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Good |
Full method: https://localairegistry.com/methodology
How AI decides what to say about an eye care center: https://localairegistry.com/methodology#how-ai-decides-eye-surgery. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-eye-surgery
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 Dr. Brian |
|---|---|---|---|---|
| Dr. Brian Paul, Optometrist | MedicalBusiness | #business | http://www.mountaineyecare.net/ | Subject of this page |
| Oakville, Ontario | City | #city | City Dr. Brian 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 eye care centers in Oakville, 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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# Dr. Brian Paul, Optometrist, Oakville ON: Reviews Source: Local AI Registry, https://localairegistry.com/biz/on/oakville/dr-brian-paul-optometrist-oakville-on. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Updated 2026-10-29. Canonical: https://localairegistry.com/biz/on/oakville/dr-brian-paul-optometrist-oakville-on ## Photos -  -  -  -  -  ## In short Dr. Brian Paul, Optometrist is an eye care center in Oakville, ON. Its AI Score is 24 of 100, which is poor. What each mark on this page means: https://localairegistry.com/methodology#marks ## Key facts | Fact | Value | | --- | --- | | Type | Eye care center | | Address | 2501 Third Line, Oakville, ON L6M 4H8, Canada | | Hours | Closed Mon · Tue 9 AM to 6 PM · Wed 9 AM to 6 AM · Thu 12 PM to 7 PM · Fri 9 AM to 5 PM · Sat 9 AM to 4 PM · Closed Sun | | Phone | (905) 389-4201 | | Rating | 4.9 across 49 reviews on Google | | Updated | October 29, 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 | Name | Dr. Brian Paul, Optometrist | Confirmed | Google Business Profile | | Location info | Address | 2501 Third Line, Oakville, ON L6M 4H8, Canada | Confirmed | Google Business Profile | | Location info | Phone | (905) 389-4201 | Confirmed | Google Business Profile | | Location info | Hours | Mon Closed · Tue 9:00 AM to 6:00 PM · Wed 9:00 AM to 6:00 AM · Thu 12:00 to 7:00 PM · Fri 9:00 AM to 5:00 PM · Sat 9:00 AM to 4:00 PM · Sun Closed | Confirmed | Google Business Profile | | Location info | Mondays | Closed | Confirmed | Google Business Profile | | Hours | Monday | Closed | Confirmed | Google Business Profile | | Hours | Tuesday | 9:00 AM to 6:00 PM | Confirmed | Google Business Profile | | Hours | Wednesday | 9:00 AM to 6:00 AM | Confirmed | Google Business Profile | | Hours | Thursday | 12:00 PM to 7:00 PM | Confirmed | Google Business Profile | | Hours | Friday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile | | Hours | Saturday | 9:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Sunday | Closed | Confirmed | Google Business Profile | | Links | Website | http://www.mountaineyecare.net/ | Confirmed | Google Business Profile | | Links | Instagram | https://instagram.com/eyecarehamilton | AI guess | Our record | | Links | Facebook | https://facebook.com/mountain-eye-care-hamilton-mountain | AI guess | Our record | ## 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 Dr. Brian Address: 2501 Third Line, Oakville, ON L6M 4H8, Canada. Phone: (905) 389-4201. Hours: Closed Mon · Tue 9 AM to 6 PM · Wed 9 AM to 6 AM · Thu 12 PM to 7 PM · Fri 9 AM to 5 PM · Sat 9 AM to 4 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 ## Reputation 4.9 average across 49 reviews: Google 49. (Confirmed, read October 29, 2026.) The practice is distinguished by its family-oriented care and thorough examinations, though some customers express concerns about pricing and prescription clarity. (AI guess, from 49 reviews.) ### What people like - Thorough eye examinations - Kid-friendly approach - Clear explanations of prescriptions - Modern office environment - Friendly and helpful staff ### What people do not like - High prices for glasses - Concerns about prescription accuracy - Push for expensive daily contact lenses ### 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 ### trying to book here, how long is the wait? ### best optometrist in Oakville, ON ### can I ask for numbing at Dr. Brian without it being weird? ### medical staff at Dr. Brian, or is it techs? ### the good stuff about Dr. Brian, what is it? ### which one, this place or TLC Laser? ### discounts for coming back, is that a thing ### killing time on Third Line, any ideas ### anyone been on a Monday, were they trading ### Ballpark for a visit to an eye doctor in Oakville? ### going here on Saturday, what should I expect ### Are the hours on Google right for this place? ### does this place take insurance or is it all out of pocket? ### never been to Dr. Brian in Oakville, how does it go? ### how rough is the follow up at Dr. Brian? ### what do I actually do when I get to Dr. Brian? ### when is this place actually dead? ### where do I park at Dr. Brian? ### is there someone in particular to ask for here? ### reviews all look glowing, what are the real complaints? ## The AI Score: 24 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Oakville eye care centers run 24 to 62. Fair starts at 45, good at 65. Dr. Brian scores 24, below the Oakville average of 38. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Dr. Brian | | --- | --- | --- | --- | --- | | 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 | 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 | 49 | 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 | 55 | Domain authority and editorial quality of the sources that attest to you. | Fair | | Google Business Profile | 8 | 84 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good | | Speed & mobile | 7 | 35 | Core Web Vitals at the 75th percentile, on a real phone. | Poor | | Content freshness & schema | 5 | 77 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Good | Full method: https://localairegistry.com/methodology How AI decides what to say about an eye care center: https://localairegistry.com/methodology#how-ai-decides-eye-surgery. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-eye-surgery ## 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 Dr. Brian | | --- | --- | --- | --- | --- | | Dr. Brian Paul, Optometrist | MedicalBusiness | #business | http://www.mountaineyecare.net/ | Subject of this page | | Oakville, Ontario | City | #city | | City Dr. Brian 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 eye care centers in Oakville, linked to the lists and towns around it. ### Lists - Best eye care centers in Oakville: https://localairegistry.com/leaderboards/on/oakville/eye-care-center - Best businesses in Oakville: https://localairegistry.com/leaderboards/on/oakville ### Nearby - /burlington: https://localairegistry.com/leaderboards/on/burlington - /hamilton: https://localairegistry.com/leaderboards/on/hamilton - /mississauga: https://localairegistry.com/leaderboards/on/mississauga - /toronto: https://localairegistry.com/leaderboards/on/toronto - /ottawa: https://localairegistry.com/leaderboards/on/ottawa - /brampton: https://localairegistry.com/leaderboards/on/brampton ### Every list - Every leaderboard in Ontario: https://localairegistry.com/leaderboards/on ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJjxmoIVtkLIgRBCs8eIjufQM (accessed Oct 29, 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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<p>Local AI Registry · Eye care centers in Oakville, ON · Editorial</p>
<h2>Dr. Brian Paul, Optometrist, Oakville ON: Reviews</h2>
<p>By Steve Lee, founder and CEO of Local AI Registry. Updated October 29, 2026.</p>
<p>Published October 29, 2026 · Updated October 29, 2026 · Machine-readable version below</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>Dr. Brian Paul, Optometrist is an eye care center in Oakville, ON. Its AI Score is 24 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>Eye care center</td></tr>
<tr><td>Address</td><td>2501 Third Line, Oakville, ON L6M 4H8, Canada</td></tr>
<tr><td>Hours</td><td>Closed Mon · Tue 9 AM to 6 PM · Wed 9 AM to 6 AM · Thu 12 PM to 7 PM · Fri 9 AM to 5 PM · Sat 9 AM to 4 PM · Closed Sun</td></tr>
<tr><td>Phone</td><td>(905) 389-4201</td></tr>
<tr><td>Rating</td><td>4.9 across 49 reviews on Google</td></tr>
<tr><td>Updated</td><td>October 29, 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>Name</td><td>Dr. Brian Paul, Optometrist</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Address</td><td>2501 Third Line, Oakville, ON L6M 4H8, Canada</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(905) 389-4201</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon Closed · Tue 9:00 AM to 6:00 PM · Wed 9:00 AM to 6:00 AM · Thu 12:00 to 7:00 PM · Fri 9:00 AM to 5:00 PM · Sat 9:00 AM to 4:00 PM · Sun Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Mondays</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Monday</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>9:00 AM to 6:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>9:00 AM to 6:00 AM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>12:00 PM to 7:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Friday</td><td>9:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>9:00 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>Links</td><td>Website</td><td>http://www.mountaineyecare.net/</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Links</td><td>Instagram</td><td>https://instagram.com/eyecarehamilton</td><td>AI guess</td><td>Our record</td></tr>
<tr><td>Links</td><td>Facebook</td><td>https://facebook.com/mountain-eye-care-hamilton-mountain</td><td>AI guess</td><td>Our record</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-dr-brian">
<h3>Visiting Dr. Brian</h3>
<p>Address: 2501 Third Line, Oakville, ON L6M 4H8, Canada. Phone: (905) 389-4201. Hours: Closed Mon · Tue 9 AM to 6 PM · Wed 9 AM to 6 AM · Thu 12 PM to 7 PM · Fri 9 AM to 5 PM · Sat 9 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.)</p>
<h4>Parking and getting in</h4>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>4.9 average across 49 reviews: Google 49. (Confirmed, read October 29, 2026.)</p>
<p>The practice is distinguished by its family-oriented care and thorough examinations, though some customers express concerns about pricing and prescription clarity. (AI guess, from 49 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Thorough eye examinations</li>
<li>Kid-friendly approach</li>
<li>Clear explanations of prescriptions</li>
<li>Modern office environment</li>
<li>Friendly and helpful staff</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>High prices for glasses</li>
<li>Concerns about prescription accuracy</li>
<li>Push for expensive daily contact lenses</li>
</ul>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>trying to book here, how long is the wait?</h4>
<h4>best optometrist in Oakville, ON</h4>
<h4>can I ask for numbing at Dr. Brian without it being weird?</h4>
<h4>medical staff at Dr. Brian, or is it techs?</h4>
<h4>the good stuff about Dr. Brian, what is it?</h4>
<h4>which one, this place or TLC Laser?</h4>
<h4>discounts for coming back, is that a thing</h4>
<h4>killing time on Third Line, any ideas</h4>
<h4>anyone been on a Monday, were they trading</h4>
<h4>Ballpark for a visit to an eye doctor in Oakville?</h4>
<h4>going here on Saturday, what should I expect</h4>
<h4>Are the hours on Google right for this place?</h4>
<h4>does this place take insurance or is it all out of pocket?</h4>
<h4>never been to Dr. Brian in Oakville, how does it go?</h4>
<h4>how rough is the follow up at Dr. Brian?</h4>
<h4>what do I actually do when I get to Dr. Brian?</h4>
<h4>when is this place actually dead?</h4>
<h4>where do I park at Dr. Brian?</h4>
<h4>is there someone in particular to ask for here?</h4>
<h4>reviews all look glowing, what are the real complaints?</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 24 of 100</h3>
<p>It measures how likely AI engines are to recommend a business, and how accurately. Oakville eye care centers run 24 to 62. Fair starts at 45, good at 65. Dr. Brian scores 24, below the Oakville average of 38. 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">Dr. Brian</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>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>49</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>55</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>84</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>35</td><td>Core Web Vitals at the 75th percentile, on a real phone.</td><td>Poor</td></tr>
<tr><td>Content freshness & schema</td><td>5</td><td>77</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 eye care center: https://localairegistry.com/methodology#how-ai-decides-eye-surgery. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-eye-surgery</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 Dr. Brian</th></tr></thead>
<tbody>
<tr><td>Dr. Brian Paul, Optometrist</td><td>MedicalBusiness</td><td>#business</td><td>http://www.mountaineyecare.net/</td><td>Subject of this page</td></tr>
<tr><td>Oakville, Ontario</td><td>City</td><td>#city</td><td></td><td>City Dr. Brian 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 eye care centers in Oakville, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best eye care centers in Oakville: https://localairegistry.com/leaderboards/on/oakville/eye-care-center</li>
<li>Best businesses in Oakville: https://localairegistry.com/leaderboards/on/oakville</li>
</ul>
<h4>Nearby</h4>
<ul>
<li>/burlington: https://localairegistry.com/leaderboards/on/burlington</li>
<li>/hamilton: https://localairegistry.com/leaderboards/on/hamilton</li>
<li>/mississauga: https://localairegistry.com/leaderboards/on/mississauga</li>
<li>/toronto: https://localairegistry.com/leaderboards/on/toronto</li>
<li>/ottawa: https://localairegistry.com/leaderboards/on/ottawa</li>
<li>/brampton: https://localairegistry.com/leaderboards/on/brampton</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in Ontario: https://localairegistry.com/leaderboards/on</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:ChIJjxmoIVtkLIgRBCs8eIjufQM (accessed Oct 29, 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.