booked my first appointment here, how does it go
Question · by saving_up_van · Member since Aug 2026 · 35 posts · 2w2 weeks ago
Dermatologist in Cleveland, OH
4.0 · 4 reviews
Located at 9500 Euclid Ave in Cleveland, Mahwish Irfan is a dermatologist known for her attentive care and expertise in treating various skin conditions. With a solid rating of 4 stars from her patients, Dr. Irfan has garnered praise for her compassionate approach, particularly in managing treatments for conditions like Port Wine Stains and infant eczema. While some reviews highlight challenges with communication, many families appreciate the kindness and support offered by her team. Overall, Dr. Irfan's practice is recognized for its dedication to patient care and effective dermatological solutions.
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 Oct 18, 2026Last activity 17 days ago, a question from quiet_wren.
14 asked · 0 answered by Mahwish Irfan
Question · by saving_up_van · Member since Aug 2026 · 35 posts · 2w2 weeks ago
Question · by quiet_wren · Member since Jul 2026 · 30 posts · 2w2 weeks ago
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Question · by hopeful_nell · Member since Jul 2026 · 38 posts · 7w7 weeks ago
Question · by window_shopping_iris · Member since Jul 2026 · 39 posts · 8w8 weeks ago
Question · 8w8 weeks ago
What Mahwish Irfan offers, what it costs, and what people come for.
When it's quiet, where to park, and what's nearby.
Starbucks is a 1 minute walk for coffee. Panera Bread is a 1 minute walk for a cafe.
Nearby places from Google Maps, read Oct 26, 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 Mahwish Irfan.
4.0from 4 reviews on Google
This practice is noted for its effective treatment of various skin conditions, though communication issues have been reported. The experience at this dermatology practice is generally positive, with many reviewers highlighting effective treatments for conditions like Port Wine Stains and infant eczema. However, there are mentions of poor communication that detract from the overall experience.
Listed on 0 of the 35 directories AI reads.
The AI Score is out of 100, read from 8 signals across search and AI.
34 Cleveland avg
Signal and how much it countsMahwish Irfan
Every business is scored the same way, and nobody can pay for a better score.
Mahwish Irfan, as AI sees it. Blue signals help Mahwish Irfan, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about Mahwish Irfan. The code version is exactly what their crawlers get.
Local AI Registry · Dermatologists in Cleveland, OH · Editorial
By Steve Lee, founder and CEO of Local AI Registry. Updated October 18, 2026.
Published October 18, 2026 · Updated October 18, 2026 · Machine-readable version below
Mahwish Irfan is a dermatologist in Cleveland, OH. Its AI Score is 30 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Dermatologist |
| Address | 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA |
| Phone | (216) 444-2200 |
| Rating | 4.0 across 4 reviews on Google |
| Updated | October 18, 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 | 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA | Confirmed | Google Business Profile |
| Location info | Description | 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195 | Confirmed | Google Business Profile |
| Location info | Name | Mahwish Irfan | Confirmed | Google Business Profile |
| Location info | Phone | (216) 444-2200 | Confirmed | Google Business Profile |
Address: 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA. Phone: (216) 444-2200. (Confirmed, Google Business Profile.)
| Place | Type | Distance |
|---|---|---|
| Dr. Ellen S. Park, MD | Park | 1 min walk |
| Karen E. Fink, MT | Park | 1 min walk |
| Starbucks | Coffee shop | 1 min walk |
| Panera Bread | Cafe | 1 min walk |
| Parking ramp | Parking lot | 1 min walk |
| Claesen group | Restaurant | 1 min walk |
4.0 average across 4 reviews: Google 4. (Confirmed, read October 18, 2026.)
This practice is noted for its effective treatment of various skin conditions, though communication issues have been reported. (AI guess, from 4 reviews.)
Listed on 0 of the 35 directories we checked.
| Directory | Listed |
|---|---|
| Alignable | Not listed |
| Angi | Not listed |
| Apple Maps | Not listed |
| BBB | Not listed |
| Birdeye | Not listed |
| Booksy | Not listed |
| Brownbook | Not listed |
| Chamber of Commerce | Not listed |
| DexKnows | Not listed |
| Not listed | |
| Foursquare | Not listed |
| Fresha | Not listed |
| Groupon | Not listed |
| Healthgrades | Not listed |
| Hotfrog | Not listed |
| Manta | Not listed |
| MapQuest | Not listed |
| MD.com | Not listed |
| MerchantCircle | Not listed |
| Porch | Not listed |
| Psychology Today | Not listed |
| RateMDs | Not listed |
| RealSelf | Not listed |
| Sharecare | Not listed |
| Superpages | Not listed |
| Trustpilot | Not listed |
| Tupalo | Not listed |
| Vagaro | Not listed |
| Vitals | Not listed |
| WebMD | Not listed |
| Wellness.com | Not listed |
| Yellowbook | Not listed |
| Yellow Pages | Not listed |
| Yelp | Not listed |
| Zocdoc | Not listed |
It measures how likely AI engines are to recommend a business, and how accurately. Cleveland dermatologists run 25 to 39. Fair starts at 45, good at 65. Mahwish Irfan scores 30, below the Cleveland average of 34. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Mahwish Irfan |
|---|---|---|---|---|
| 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 | 65 | 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 | 55 | Required and recommended fields; update cadence. The listing AI pulls from first. | Fair |
| Speed & mobile | 7 | Does not apply | Core Web Vitals at the 75th percentile, on a real phone. | |
| Content freshness & schema | 5 | Does not apply | Crawl recency, intent alignment, valid JSON-LD, canonicals. |
Full method: https://localairegistry.com/methodology
How AI decides what to say about a dermatologist: https://localairegistry.com/methodology#how-ai-decides-med-spa. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-med-spa
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 Mahwish Irfan |
|---|---|---|---|---|
| Mahwish Irfan | MedicalBusiness | #business | Subject of this page | |
| Cleveland, Ohio | City | #city | City Mahwish Irfan 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 dermatologists in Cleveland, linked to the lists and towns around it.
This is exactly what this page sends to Google, Bing, ChatGPT, Claude, Perplexity and Gemini. We publish it in the open for two reasons: so you can see nothing here is hidden or made up, and so any business or developer can copy it. Being a good local AI steward means the machine version says exactly what the human version says.
Sent before the page. They tell crawlers the canonical address and that a plain markdown copy exists.
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Title, description, canonical, robots and Open Graph tags. This is what shows in search results and link previews.
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One connected graph. Every person and service has its own @id and links to the business, and a licensed person links to the license and the board that issued it.
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}The article as plain text: the same headings, facts, marks and sources.
# Mahwish Irfan, Cleveland OH: Reviews Source: Local AI Registry, https://localairegistry.com/biz/oh/cleveland/mahwish-irfan-cleveland-oh. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Updated 2026-10-18. Canonical: https://localairegistry.com/biz/oh/cleveland/mahwish-irfan-cleveland-oh ## In short Mahwish Irfan is a dermatologist in Cleveland, OH. Its AI Score is 30 of 100, which is poor. What each mark on this page means: https://localairegistry.com/methodology#marks ## Key facts | Fact | Value | | --- | --- | | Type | Dermatologist | | Address | 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA | | Phone | (216) 444-2200 | | Rating | 4.0 across 4 reviews on Google | | Updated | October 18, 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 | 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA | Confirmed | Google Business Profile | | Location info | Description | 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195 | Confirmed | Google Business Profile | | Location info | Name | Mahwish Irfan | Confirmed | Google Business Profile | | Location info | Phone | (216) 444-2200 | 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 Mahwish Irfan Add your hours so AI can say when you're open Address: 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA. Phone: (216) 444-2200. (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 | | --- | --- | --- | | Dr. Ellen S. Park, MD | Park | 1 min walk | | Karen E. Fink, MT | Park | 1 min walk | | Starbucks | Coffee shop | 1 min walk | | Panera Bread | Cafe | 1 min walk | | Parking ramp | Parking lot | 1 min walk | | Claesen group | Restaurant | 1 min walk | ## Reputation 4.0 average across 4 reviews: Google 4. (Confirmed, read October 18, 2026.) This practice is noted for its effective treatment of various skin conditions, though communication issues have been reported. (AI guess, from 4 reviews.) ### What people like - Port Wine Stain treatment - Laser treatments - Care for infant eczema ### What people do not like - Poor communication - Terrible service ### 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 0 of the 35 directories we checked. | Directory | Listed | | --- | --- | | Alignable | Not listed | | Angi | Not listed | | Apple Maps | Not listed | | BBB | Not listed | | Birdeye | Not listed | | Booksy | Not listed | | Brownbook | Not listed | | Chamber of Commerce | Not listed | | DexKnows | Not listed | | Facebook | Not listed | | Foursquare | Not listed | | Fresha | Not listed | | Groupon | Not listed | | Healthgrades | Not listed | | Hotfrog | Not listed | | Manta | Not listed | | MapQuest | Not listed | | MD.com | Not listed | | MerchantCircle | Not listed | | Porch | Not listed | | Psychology Today | Not listed | | RateMDs | Not listed | | RealSelf | Not listed | | Sharecare | Not listed | | Superpages | Not listed | | Trustpilot | Not listed | | Tupalo | Not listed | | Vagaro | Not listed | | Vitals | Not listed | | WebMD | Not listed | | Wellness.com | Not listed | | Yellowbook | Not listed | | Yellow Pages | Not listed | | Yelp | Not listed | | Zocdoc | Not listed | ## Questions people ask ### last update from here was when? ### best dermatologist in Cleveland, OH ### booked my first appointment here, how does it go ### are prices in Cleveland higher than everywhere else ### Street parking near here, any good? ### anything people actually moan about here? ### is Cleveland expensive for this, or is it just here ### regulars here, who do you book with? ### torn between Mahwish Irfan and Knott Haydee? ### Busiest day at Mahwish Irfan, anyone know? ### real doctors here, or is it beauticians ### does it hurt, and can you ask for numbing ### lunch near Euclid, what is good ### weekends here, are they open? ### points or member pricing at Mahwish Irfan, worth signing up? ### the good stuff about Mahwish Irfan, what is it? ### booking ahead here, how far do people go? ### Mahwish Irfan, any chance to book in this week? ### What dermatologist questions is Cleveland asking AI most? ### how do I reach this place to sort something out? ## The AI Score: 30 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Cleveland dermatologists run 25 to 39. Fair starts at 45, good at 65. Mahwish Irfan scores 30, below the Cleveland average of 34. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Mahwish Irfan | | --- | --- | --- | --- | --- | | 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 | 65 | 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 | 55 | Required and recommended fields; update cadence. The listing AI pulls from first. | Fair | | Speed & mobile | 7 | Does not apply | Core Web Vitals at the 75th percentile, on a real phone. | | | Content freshness & schema | 5 | Does not apply | Crawl recency, intent alignment, valid JSON-LD, canonicals. | | Full method: https://localairegistry.com/methodology How AI decides what to say about a dermatologist: https://localairegistry.com/methodology#how-ai-decides-med-spa. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-med-spa ## 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 Mahwish Irfan | | --- | --- | --- | --- | --- | | Mahwish Irfan | MedicalBusiness | #business | | Subject of this page | | Cleveland, Ohio | City | #city | | City Mahwish Irfan 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 dermatologists in Cleveland, linked to the lists and towns around it. ### Lists - Best dermatologists in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland/dermatologist - Best businesses in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland ### Nearby - /columbus: https://localairegistry.com/leaderboards/oh/columbus - /toledo: https://localairegistry.com/leaderboards/oh/toledo - /grove-city: https://localairegistry.com/leaderboards/oh/grove-city - /gahanna: https://localairegistry.com/leaderboards/oh/gahanna - /dublin: https://localairegistry.com/leaderboards/oh/dublin - /reynoldsburg: https://localairegistry.com/leaderboards/oh/reynoldsburg ### Every list - Every leaderboard in Ohio: https://localairegistry.com/leaderboards/oh ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJYbyMdZn7MIgRm7yLZU8NI8Q (accessed Oct 18, 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 · Dermatologists in Cleveland, OH · Editorial</p>
<h2>Mahwish Irfan, Cleveland OH: Reviews</h2>
<p>By Steve Lee, founder and CEO of Local AI Registry. Updated October 18, 2026.</p>
<p>Published October 18, 2026 · Updated October 18, 2026 · Machine-readable version below</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>Mahwish Irfan is a dermatologist in Cleveland, OH. Its AI Score is 30 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>Dermatologist</td></tr>
<tr><td>Address</td><td>9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA</td></tr>
<tr><td>Phone</td><td>(216) 444-2200</td></tr>
<tr><td>Rating</td><td>4.0 across 4 reviews on Google</td></tr>
<tr><td>Updated</td><td>October 18, 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>9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Description</td><td>9500 Euclid Ave Ste J4-1, Cleveland, OH 44195</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Name</td><td>Mahwish Irfan</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(216) 444-2200</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-mahwish-irfan">
<h3>Visiting Mahwish Irfan</h3>
<p>Address: 9500 Euclid Ave Ste J4-1, Cleveland, OH 44195, USA. Phone: (216) 444-2200. (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>Dr. Ellen S. Park, MD</td><td>Park</td><td>1 min walk</td></tr>
<tr><td>Karen E. Fink, MT</td><td>Park</td><td>1 min walk</td></tr>
<tr><td>Starbucks</td><td>Coffee shop</td><td>1 min walk</td></tr>
<tr><td>Panera Bread</td><td>Cafe</td><td>1 min walk</td></tr>
<tr><td>Parking ramp</td><td>Parking lot</td><td>1 min walk</td></tr>
<tr><td>Claesen group</td><td>Restaurant</td><td>1 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>4.0 average across 4 reviews: Google 4. (Confirmed, read October 18, 2026.)</p>
<p>This practice is noted for its effective treatment of various skin conditions, though communication issues have been reported. (AI guess, from 4 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Port Wine Stain treatment</li>
<li>Laser treatments</li>
<li>Care for infant eczema</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>Poor communication</li>
<li>Terrible service</li>
</ul>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
<p>Listed on 0 of the 35 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>BBB</td><td>Not listed</td></tr>
<tr><td>Birdeye</td><td>Not listed</td></tr>
<tr><td>Booksy</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>DexKnows</td><td>Not listed</td></tr>
<tr><td>Facebook</td><td>Not listed</td></tr>
<tr><td>Foursquare</td><td>Not listed</td></tr>
<tr><td>Fresha</td><td>Not listed</td></tr>
<tr><td>Groupon</td><td>Not listed</td></tr>
<tr><td>Healthgrades</td><td>Not listed</td></tr>
<tr><td>Hotfrog</td><td>Not listed</td></tr>
<tr><td>Manta</td><td>Not listed</td></tr>
<tr><td>MapQuest</td><td>Not listed</td></tr>
<tr><td>MD.com</td><td>Not listed</td></tr>
<tr><td>MerchantCircle</td><td>Not listed</td></tr>
<tr><td>Porch</td><td>Not listed</td></tr>
<tr><td>Psychology Today</td><td>Not listed</td></tr>
<tr><td>RateMDs</td><td>Not listed</td></tr>
<tr><td>RealSelf</td><td>Not listed</td></tr>
<tr><td>Sharecare</td><td>Not listed</td></tr>
<tr><td>Superpages</td><td>Not listed</td></tr>
<tr><td>Trustpilot</td><td>Not listed</td></tr>
<tr><td>Tupalo</td><td>Not listed</td></tr>
<tr><td>Vagaro</td><td>Not listed</td></tr>
<tr><td>Vitals</td><td>Not listed</td></tr>
<tr><td>WebMD</td><td>Not listed</td></tr>
<tr><td>Wellness.com</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>Not listed</td></tr>
<tr><td>Zocdoc</td><td>Not listed</td></tr>
</tbody>
</table>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>last update from here was when?</h4>
<h4>best dermatologist in Cleveland, OH</h4>
<h4>booked my first appointment here, how does it go</h4>
<h4>are prices in Cleveland higher than everywhere else</h4>
<h4>Street parking near here, any good?</h4>
<h4>anything people actually moan about here?</h4>
<h4>is Cleveland expensive for this, or is it just here</h4>
<h4>regulars here, who do you book with?</h4>
<h4>torn between Mahwish Irfan and Knott Haydee?</h4>
<h4>Busiest day at Mahwish Irfan, anyone know?</h4>
<h4>real doctors here, or is it beauticians</h4>
<h4>does it hurt, and can you ask for numbing</h4>
<h4>lunch near Euclid, what is good</h4>
<h4>weekends here, are they open?</h4>
<h4>points or member pricing at Mahwish Irfan, worth signing up?</h4>
<h4>the good stuff about Mahwish Irfan, what is it?</h4>
<h4>booking ahead here, how far do people go?</h4>
<h4>Mahwish Irfan, any chance to book in this week?</h4>
<h4>What dermatologist questions is Cleveland asking AI most?</h4>
<h4>how do I reach this place to sort something out?</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 30 of 100</h3>
<p>It measures how likely AI engines are to recommend a business, and how accurately. Cleveland dermatologists run 25 to 39. Fair starts at 45, good at 65. Mahwish Irfan scores 30, below the Cleveland average of 34. 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">Mahwish Irfan</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>65</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>55</td><td>Required and recommended fields; update cadence. The listing AI pulls from first.</td><td>Fair</td></tr>
<tr><td>Speed & mobile</td><td>7</td><td>Does not apply</td><td>Core Web Vitals at the 75th percentile, on a real phone.</td><td></td></tr>
<tr><td>Content freshness & schema</td><td>5</td><td>Does not apply</td><td>Crawl recency, intent alignment, valid JSON-LD, canonicals.</td><td></td></tr>
</tbody>
</table>
<p>Full method: https://localairegistry.com/methodology</p>
<p>How AI decides what to say about a dermatologist: https://localairegistry.com/methodology#how-ai-decides-med-spa. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-med-spa</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 Mahwish Irfan</th></tr></thead>
<tbody>
<tr><td>Mahwish Irfan</td><td>MedicalBusiness</td><td>#business</td><td></td><td>Subject of this page</td></tr>
<tr><td>Cleveland, Ohio</td><td>City</td><td>#city</td><td></td><td>City Mahwish Irfan 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 dermatologists in Cleveland, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best dermatologists in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland/dermatologist</li>
<li>Best businesses in Cleveland: https://localairegistry.com/leaderboards/oh/cleveland</li>
</ul>
<h4>Nearby</h4>
<ul>
<li>/columbus: https://localairegistry.com/leaderboards/oh/columbus</li>
<li>/toledo: https://localairegistry.com/leaderboards/oh/toledo</li>
<li>/grove-city: https://localairegistry.com/leaderboards/oh/grove-city</li>
<li>/gahanna: https://localairegistry.com/leaderboards/oh/gahanna</li>
<li>/dublin: https://localairegistry.com/leaderboards/oh/dublin</li>
<li>/reynoldsburg: https://localairegistry.com/leaderboards/oh/reynoldsburg</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in Ohio: https://localairegistry.com/leaderboards/oh</li>
</ul>
</section>
<section id="ai-references">
<h3>References</h3>
<h4>Sources cited</h4>
<ul>
<li>[1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJYbyMdZn7MIgRm7yLZU8NI8Q (accessed Oct 18, 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.