Local AI Registry

Eye Care Center

Cleveland Clinic I Building - Cole Eye Institute

The public record of what AI assistants say about this business — the questions asked, the answers given, the omissions.

2022 E 105th St
Is this your business? Register it free

Free, no card. You get your fix list: every problem we found on this entry, the written steps to fix each one yourself, and how long each takes.

55/100
Mixed

Strong is 80 or better. Under 40 is weak. Half of eye care centers in the registry score 40–59.

Verified July 20, 2026

See where you rank

Cleveland Clinic I Building - Cole Eye Institute — Cleveland, Ohio
Cleveland Clinic I Building - Cole Eye Institute · 2022 E 105th St

What AI says about Cleveland.1

We ask the assistants the questions customers actually ask, and record what comes back — quoted verbatim, dated, with the capture kept as evidence.

ChatGPT

Not named

Asked best eye care center in Cleveland

ChatGPT answered with other businesses. Cleveland Clinic I Building - Cole Eye Institute was not mentioned.

Checked July 20, 2026

Perplexity

Named ✓

Asked best eye care center in Cleveland

Completed 2 steps Cleveland Eye Clinic 4.7 Cleveland Clinic I Building - Cole Eye Institute 3.2 Broadway Optical 4.7 Z Weinberg Vision Services 5.0 Chester Thomas M OD FREDERICK CUSTOMEYEZ PROSTHETICS LLC 3.0 William F.

Checked July 20, 2026

Gemini

Not named

Asked best eye care center in Cleveland

Gemini answered with other businesses. Cleveland Clinic I Building - Cole Eye Institute was not mentioned.

Checked July 16, 2026

Named by 1 of 3 assistants as of July 20, 2026.

What people keep saying.2

Every review this business has, read and distilled — the mood, the consistent praise, and the recurring complaints.

Customers at the Cole Eye Institute report a mix of experiences, with some praising the expertise of doctors like Dr. Sears and Dr. Marcellus, particularly for surgeries like PRK. However, many express frustration over long wait times, often exceeding three hours, and issues with valet parking and communication.

Consistently praised

Dr. Sears' exceptional care
Dr. Marcellus' thorough explanations
Successful eye surgeries

Recurring complaints

Long wait times, often over three hours
Valet parking costs and delays
Poor communication from staff

The bottom line: The Cole Eye Institute is noted for its skilled surgeons but suffers from significant wait times and parking frustrations.

Cleveland Clinic I Building - Cole Eye Institute — Cleveland, Ohio
Cleveland Clinic I Building - Cole Eye Institute · 2022 E 105th St

The score, explained

Why 55.3

Eight signals make up the AI Score. Weight is how much a signal counts; the score is how this entry measures on it. The same method for every business — never for sale.

Higher than 63% of eye care centers in the registry.

Scanned July 20, 2026

SignalScore /100
Retrieval groundingWhether 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.
75
Off-property attestationVolume and consistency of what others say about you — YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability.
42
AI visibilityWhether ChatGPT, Gemini, Perplexity, and AI Overviews name you — and for the right service.
33
Reviews & responseNot just star average — volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim.
67
Backlink & citation authorityDomain authority and editorial quality of the sources that attest to you.
72
Google Business ProfileRequired and recommended fields; update cadence. The listing AI pulls from first.
78
Speed & mobileCore Web Vitals at the 75th percentile, on a real phone.
36
Content freshness & schemaCrawl recency, intent alignment, valid JSON-LD, canonicals.
63

What’s holding this entry back: ai visibility and speed & mobile — the signals dragging the score below where the rest of the record sits.

Read the full methodology

Standing

Where the entry ranks.

2nd

of 3 eye care centers in Cleveland, ranked by AI Score.

See the Cleveland leaderboard

01Cleveland Eye Clinic60 · 4.7 ★
02Cleveland Clinic I Building - Cole Eye Institute55 · 3.2 ★
03Broadway Optical32 · 4.7 ★
Cleveland Clinic I Building - Cole Eye Institute — Cleveland, Ohio
Cleveland Clinic I Building - Cole Eye Institute · 2022 E 105th St

The facts

Address2022 E 105th St, Cleveland, OH 44106, USA
Map of the area around Cleveland Clinic I Building - Cole Eye Institute
Open in Google Maps ↗© Mapbox © OpenStreetMap

Spot something wrong in this entry?

Questions

About Cleveland Clinic I Building - Cole Eye Institute.

Does the clinic accept reservations for appointments?

The clinic does not accept reservations for appointments.

What are the operating hours of the clinic?

The clinic's operating hours are not specified.

What is the clinic known for?

The clinic is known for its exceptional eye care and expertise, particularly in retina scans and surgeries.

Is there parking available at the clinic?

Yes, the clinic offers valet parking, although customers have reported mixed experiences regarding wait times and costs.

Are there any special features at the clinic?

The clinic features a newly added building that is noted for its beauty, and it provides a pleasant environment with helpful staff.

For business owners

Is this your entry? Here’s what registering gets you.

Registering is free and takes about thirty seconds. No card. We verify by phone.

What AI says about you today

The answer ChatGPT and Perplexity give when someone asks for the best in your category and city. Named, or left out.

Your fix list

Every problem we found, one row at a time, each with the written steps to do it yourself and an honest estimate of how long it takes. Tick them off as you go.

Correct the details AI reads

Hours, phone, email, booking link, socials and photos. You change them, they publish to this entry as soon as you save. Name, description, category, website, services and address need a paid plan.

Fifteen minutes with a person

Book a call and walk your fix list through with someone who moves these numbers for a living. No obligation.

Every local business has an entry.

Look up another business
Agent view