Specs for Less or Delaware Ophthalmology?
Question · by kirkwood_bram · Member since Sep 2026 · 1 post · 7w7 weeks ago
Eye care center in Wilmington, DE
3.6 · 50 reviewsOpens today at 10 AMOpens today at 10 AM
Visit Specs for Less for great eyewear brands at a fabulous value!
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 Nov 2, 2026Last activity 1 month ago, a question from undecided_in_wilmington.
6 asked · 0 answered by Specs for Less
Question · by kirkwood_bram · Member since Sep 2026 · 1 post · 7w7 weeks ago
Question · by no_rush_in_wilmington · Member since Sep 2026 · 2 posts · 7w7 weeks ago
Question · by undecided_in_wilmington · Member since Sep 2026 · 1 post · 7w7 weeks ago
Question · by curious_on_kirkwood · Member since Sep 2026 · 1 post · 7w7 weeks ago
Question · by wilmington_sam · Member since Sep 2026 · 2 posts · 7w7 weeks ago
Question · by wilmington_tess · Member since Sep 2026 · 2 posts · 8w8 weeks ago
What Specs for Less 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.
Capriotti's Sandwich Shop is a sandwich shop next door. HALAL Munchies is a restaurant next door.
Nearby places from Google Maps, read Oct 23, 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 Specs for Less.
3.6from 50 reviews on Google
Specs for Less struggles with order fulfillment and management issues, but some staff members provide commendable service when present. Customers frequently report frustration with long wait times and poor communication regarding their glasses orders. Many have experienced delays of weeks or even months, with some stores being closed unexpectedly. However, a few reviews highlight helpful staff members like Mrs. T and Matthew, who provided good customer service when available.
The AI Score is out of 100, read from 8 signals across search and AI.
39 Wilmington avg
Signal and how much it countsSpecs for Less
Every business is scored the same way, and nobody can pay for a better score.
Specs for Less, as AI sees it. Blue signals help Specs for Less, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about Specs for Less. The code version is exactly what their crawlers get.
Local AI Registry · Eye care centers in Wilmington, DE · Editorial
By Steve Lee, founder and CEO of Local AI Registry. Updated November 2, 2026.
Published July 16, 2026 · Updated November 2, 2026 · Machine-readable version below
Specs for Less is an eye care center in Wilmington, DE. 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 | Eye care center |
| Address | 4520 Kirkwood Hwy, Wilmington, DE 19808, USA |
| Hours | Mon to Fri 10 AM to 5 PM · Sat 10 AM to 4 PM · Closed Sun |
| Phone | (302) 998-5001 |
| Rating | 3.6 across 50 reviews on Google |
| Updated | November 2, 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 | 4520 Kirkwood Hwy, Wilmington, DE 19808, USA | Confirmed | Google Business Profile |
| Location info | Description | Visit Specs for Less for great eyewear brands at a fabulous value! | Confirmed | Google Business Profile |
| Location info | Hours | Mon to Fri 10:00 AM to 5:00 PM · Sat 10:00 AM to 4:00 PM · Sun Closed | Confirmed | Google Business Profile |
| Location info | Name | Specs for Less | Confirmed | Google Business Profile |
| Location info | Phone | (302) 998-5001 | Confirmed | Google Business Profile |
| Hours | Monday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile |
| Hours | Tuesday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile |
| Hours | Wednesday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile |
| Hours | Thursday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile |
| Hours | Friday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile |
| Hours | Saturday | 10:00 AM to 4:00 PM | Confirmed | Google Business Profile |
| Hours | Sunday | Closed | Confirmed | Google Business Profile |
Address: 4520 Kirkwood Hwy, Wilmington, DE 19808, USA. Phone: (302) 998-5001. Hours: Mon to Fri 10 AM to 5 PM · Sat 10 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.)
From Google Business Profile: "Visit Specs for Less for great eyewear brands at a fabulous value!"
| Place | Type | Distance |
|---|---|---|
| Capriotti's Sandwich Shop | Sandwich shop | 1 min walk |
| HALAL Munchies | Restaurant | 1 min walk |
| Wings To Go - Kirkwood | Chicken wings restaurant | 1 min walk |
| Thak Thai | Takeout restaurant | 1 min walk |
| Kirkwood Hwy @ Limestone Rd | Bus stop | 1 min walk |
| Kirkwood Hwy & Limestone Rd | Transit station | 1 min walk |
3.6 average across 50 reviews: Google 50. (Confirmed, read July 16, 2026.)
Specs for Less struggles with order fulfillment and management issues, but some staff members provide commendable service when present. (AI guess, from 50 reviews.)
It measures how likely AI engines are to recommend a business, and how accurately. Wilmington eye care centers run 26 to 58. Fair starts at 45, good at 65. Specs for Less scores 30, below the Wilmington average of 39. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Specs for Less |
|---|---|---|---|---|
| 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 | 36 | 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 | 54 | 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 | 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 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 Specs for Less |
|---|---|---|---|---|
| Specs for Less | MedicalBusiness | #business | Subject of this page | |
| Wilmington, Delaware | City | #city | City Specs for Less 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 Wilmington, 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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}The article as plain text: the same headings, facts, marks and sources.
# Specs for Less, Wilmington DE: Reviews Source: Local AI Registry, https://localairegistry.com/biz/de/wilmington/specs-for-less-wilmington-de. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Updated 2026-11-02. Canonical: https://localairegistry.com/biz/de/wilmington/specs-for-less-wilmington-de ## Photos -  -  -  -  ## In short Specs for Less is an eye care center in Wilmington, DE. 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 | Eye care center | | Address | 4520 Kirkwood Hwy, Wilmington, DE 19808, USA | | Hours | Mon to Fri 10 AM to 5 PM · Sat 10 AM to 4 PM · Closed Sun | | Phone | (302) 998-5001 | | Rating | 3.6 across 50 reviews on Google | | Updated | November 2, 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 | 4520 Kirkwood Hwy, Wilmington, DE 19808, USA | Confirmed | Google Business Profile | | Location info | Description | Visit Specs for Less for great eyewear brands at a fabulous value! | Confirmed | Google Business Profile | | Location info | Hours | Mon to Fri 10:00 AM to 5:00 PM · Sat 10:00 AM to 4:00 PM · Sun Closed | Confirmed | Google Business Profile | | Location info | Name | Specs for Less | Confirmed | Google Business Profile | | Location info | Phone | (302) 998-5001 | Confirmed | Google Business Profile | | Hours | Monday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile | | Hours | Tuesday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile | | Hours | Wednesday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile | | Hours | Thursday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile | | Hours | Friday | 10:00 AM to 5:00 PM | Confirmed | Google Business Profile | | Hours | Saturday | 10:00 AM to 4:00 PM | Confirmed | Google Business Profile | | Hours | Sunday | Closed | 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 Specs for Less Address: 4520 Kirkwood Hwy, Wilmington, DE 19808, USA. Phone: (302) 998-5001. Hours: Mon to Fri 10 AM to 5 PM · Sat 10 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.) ### Location info from Google Business Profile From Google Business Profile: "Visit Specs for Less for great eyewear brands at a fabulous value!" ### 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 | | --- | --- | --- | | Capriotti's Sandwich Shop | Sandwich shop | 1 min walk | | HALAL Munchies | Restaurant | 1 min walk | | Wings To Go - Kirkwood | Chicken wings restaurant | 1 min walk | | Thak Thai | Takeout restaurant | 1 min walk | | Kirkwood Hwy @ Limestone Rd | Bus stop | 1 min walk | | Kirkwood Hwy & Limestone Rd | Transit station | 1 min walk | ## Reputation 3.6 average across 50 reviews: Google 50. (Confirmed, read July 16, 2026.) Specs for Less struggles with order fulfillment and management issues, but some staff members provide commendable service when present. (AI guess, from 50 reviews.) ### What people like - Good selection of frames - Professional service from some employees ### What people do not like - Long wait times for glasses - Store closures without notice - Poor communication from management ### Press Add a press story so AI can say who's written about you ### Awards Add an award so AI can name it ### Directories Get listed in directories so AI can tell you're real ## Questions people ask ### Are there any special features of this place? ### Finance options, anyone used them? ### Specs for Less or Delaware Ophthalmology? ### people keep recommending Specs for Less, what for? ### do I need to fill anything in beforehand ### anywhere on Kirkwood to sit while I wait ### walk in here, or is it appointment only? ### the good stuff about this place, what is it? ### bad experiences at Specs for Less, anyone? ### is there parking at Specs for Less or is it street only? ### Sundays at Specs for Less, are they open? ### best optometrist in Wilmington ### opening hours at Specs for Less in Wilmington, what are they these days? ### medical staff here, or is it techs? ### does it hurt, and can you ask for numbing ### anything new from Specs for Less lately? ### what do people actually pay at eye doctors around Wilmington ## The AI Score: 30 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Wilmington eye care centers run 26 to 58. Fair starts at 45, good at 65. Specs for Less scores 30, below the Wilmington average of 39. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Specs for Less | | --- | --- | --- | --- | --- | | 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 | 36 | 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 | 54 | 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 | 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 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 Specs for Less | | --- | --- | --- | --- | --- | | Specs for Less | MedicalBusiness | #business | | Subject of this page | | Wilmington, Delaware | City | #city | | City Specs for Less 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 Wilmington, linked to the lists and towns around it. ### Lists - Best eye care centers in Wilmington: https://localairegistry.com/leaderboards/de/wilmington/eye-care-center - Best businesses in Wilmington: https://localairegistry.com/leaderboards/de/wilmington ### Every list - Every leaderboard in Delaware: https://localairegistry.com/leaderboards/de ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJV9D6zcwBx4kRZwTy0jaPC2E (accessed Jul 16, 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 Wilmington, DE · Editorial</p>
<h2>Specs for Less, Wilmington DE: Reviews</h2>
<p>By Steve Lee, founder and CEO of Local AI Registry. Updated November 2, 2026.</p>
<p>Published July 16, 2026 · Updated November 2, 2026 · Machine-readable version below</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>Specs for Less is an eye care center in Wilmington, DE. 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>Eye care center</td></tr>
<tr><td>Address</td><td>4520 Kirkwood Hwy, Wilmington, DE 19808, USA</td></tr>
<tr><td>Hours</td><td>Mon to Fri 10 AM to 5 PM · Sat 10 AM to 4 PM · Closed Sun</td></tr>
<tr><td>Phone</td><td>(302) 998-5001</td></tr>
<tr><td>Rating</td><td>3.6 across 50 reviews on Google</td></tr>
<tr><td>Updated</td><td>November 2, 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>4520 Kirkwood Hwy, Wilmington, DE 19808, USA</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Description</td><td>Visit Specs for Less for great eyewear brands at a fabulous value!</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon to Fri 10:00 AM to 5:00 PM · Sat 10:00 AM to 4:00 PM · Sun Closed</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Name</td><td>Specs for Less</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(302) 998-5001</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Monday</td><td>10:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>10:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>10:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>10:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Friday</td><td>10:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>10:00 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>
</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-specs-for-less">
<h3>Visiting Specs for Less</h3>
<p>Address: 4520 Kirkwood Hwy, Wilmington, DE 19808, USA. Phone: (302) 998-5001. Hours: Mon to Fri 10 AM to 5 PM · Sat 10 AM to 4 PM · Closed Sun. (Confirmed, Google Business Profile.)</p>
<h4>Location info from Google Business Profile</h4>
<p>From Google Business Profile: "Visit Specs for Less for great eyewear brands at a fabulous value!"</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>Capriotti's Sandwich Shop</td><td>Sandwich shop</td><td>1 min walk</td></tr>
<tr><td>HALAL Munchies</td><td>Restaurant</td><td>1 min walk</td></tr>
<tr><td>Wings To Go - Kirkwood</td><td>Chicken wings restaurant</td><td>1 min walk</td></tr>
<tr><td>Thak Thai</td><td>Takeout restaurant</td><td>1 min walk</td></tr>
<tr><td>Kirkwood Hwy @ Limestone Rd</td><td>Bus stop</td><td>1 min walk</td></tr>
<tr><td>Kirkwood Hwy & Limestone Rd</td><td>Transit station</td><td>1 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>3.6 average across 50 reviews: Google 50. (Confirmed, read July 16, 2026.)</p>
<p>Specs for Less struggles with order fulfillment and management issues, but some staff members provide commendable service when present. (AI guess, from 50 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Good selection of frames</li>
<li>Professional service from some employees</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>Long wait times for glasses</li>
<li>Store closures without notice</li>
<li>Poor communication from management</li>
</ul>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>Are there any special features of this place?</h4>
<h4>Finance options, anyone used them?</h4>
<h4>Specs for Less or Delaware Ophthalmology?</h4>
<h4>people keep recommending Specs for Less, what for?</h4>
<h4>do I need to fill anything in beforehand</h4>
<h4>anywhere on Kirkwood to sit while I wait</h4>
<h4>walk in here, or is it appointment only?</h4>
<h4>the good stuff about this place, what is it?</h4>
<h4>bad experiences at Specs for Less, anyone?</h4>
<h4>is there parking at Specs for Less or is it street only?</h4>
<h4>Sundays at Specs for Less, are they open?</h4>
<h4>best optometrist in Wilmington</h4>
<h4>opening hours at Specs for Less in Wilmington, what are they these days?</h4>
<h4>medical staff here, or is it techs?</h4>
<h4>does it hurt, and can you ask for numbing</h4>
<h4>anything new from Specs for Less lately?</h4>
<h4>what do people actually pay at eye doctors around Wilmington</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. Wilmington eye care centers run 26 to 58. Fair starts at 45, good at 65. Specs for Less scores 30, below the Wilmington average of 39. 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">Specs for Less</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>36</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>54</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>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 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 Specs for Less</th></tr></thead>
<tbody>
<tr><td>Specs for Less</td><td>MedicalBusiness</td><td>#business</td><td></td><td>Subject of this page</td></tr>
<tr><td>Wilmington, Delaware</td><td>City</td><td>#city</td><td></td><td>City Specs for Less 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 Wilmington, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best eye care centers in Wilmington: https://localairegistry.com/leaderboards/de/wilmington/eye-care-center</li>
<li>Best businesses in Wilmington: https://localairegistry.com/leaderboards/de/wilmington</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in Delaware: https://localairegistry.com/leaderboards/de</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:ChIJV9D6zcwBx4kRZwTy0jaPC2E (accessed Jul 16, 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.