Local AI Registry

Ice Cream Shop

Icicles San Mateo

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

222 E 3rd Ave

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26/100
Needs attention

Strong is 80 or better. Under 40 is weak. Half of ice cream shops in the registry score 26–41.

Verified August 6, 2026

See where you rank

Icicles San Mateo — San Mateo, California
Icicles San Mateo · 222 E 3rd Ave

What AI says about Icicles.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 ice cream shop in San Mateo

ChatGPT answered with other businesses. Icicles San Mateo was not mentioned.

Checked August 6, 2026

Gemini

Not named

Asked best ice cream shop in San Mateo

Gemini answered with other businesses. Icicles San Mateo was not mentioned.

Checked August 6, 2026

Named by 0 of 2 assistants as of August 6, 2026.

Reputation

What they’re known for.2

Drawn from live Google search results — the searches this business surfaces for when people look nearby. What its customers say is a separate read, below.

Icicles San Mateo is best known for its rolled ice cream and hand-crafted flavors, making it a popular destination for dessert lovers looking for a fun and tasty experience.

Rolled Ice Cream Near Me Open Now
Roll Ice Cream Shop Near Me
Rolled Ice Cream Stores Near Me
Hand Crafted Ice Cream

What people keep saying.3

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

Icicles San Mateo offers a unique rolled ice cream experience, where customers can watch their dessert being made on a cold plate. However, many reviewers express frustration with long wait times and inconsistent quality, particularly with fresh fruit toppings. The atmosphere is described as lacking, with some noting cleanliness issues.

Consistently praised

Rolled ice cream texture
Butterface flavor
Bravocado flavor
Nutella topping

Recurring complaints

Long wait times for orders
Old or subpar fruit toppings
Inconsistent customer service
Cleanliness concerns

The bottom line: Icicles San Mateo is known for its unique rolled ice cream but struggles with service efficiency and quality control.

Icicles San Mateo — San Mateo, California
Icicles San Mateo · 222 E 3rd Ave

The score, explained

Why 26.4

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.

60% of ice cream shops in the registry outrank you — when AI is asked who to recommend, you're rarely the name it gives.

Scanned August 6, 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.
0
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.
41
AI visibilityWhether ChatGPT, Gemini, Perplexity, and AI Overviews name you — and for the right service.
0
Reviews & responseNot just star average — volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim.
79
Backlink & citation authorityDomain authority and editorial quality of the sources that attest to you.
57
Google Business ProfileRequired and recommended fields; update cadence. The listing AI pulls from first.
90
Speed & mobileCore Web Vitals at the 75th percentile, on a real phone.
53
Content freshness & schemaCrawl recency, intent alignment, valid JSON-LD, canonicals.
56

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

Read the full methodology

Standing

Where the entry ranks.

Icicles San Mateo — San Mateo, California
Icicles San Mateo · 222 E 3rd Ave

The facts

Address222 E 3rd Ave, San Mateo, CA 94401, USA
Hours
Today (Fri) · 5:30 – 10:30 PM
  • Monday5:30 – 9:30 PM
  • Tuesday5:30 – 9:30 PM
  • Wednesday5:30 – 9:30 PM
  • Thursday5:30 – 9:30 PM
  • Friday5:30 – 10:30 PM
  • Saturday12:30 – 10:30 PM
  • Sunday12:30 – 9:30 PM
Map of the area around Icicles San Mateo
Open in Google Maps ↗© Mapbox © OpenStreetMap

Spot something wrong in this entry?

Questions

About Icicles San Mateo.

Does the restaurant take reservations?

The restaurant does not take reservations.

What are the hours of operation for the restaurant?

The restaurant is open Monday to Thursday from 5:30 PM to 9:30 PM, Friday from 5:30 PM to 10:30 PM, and Saturday and Sunday from 12:30 PM to 9:30 PM.

What is the restaurant known for?

The restaurant is known for its delicious ice cream and unique icicle creations, which many customers have praised.

Is there parking available at the restaurant?

The restaurant does not specify parking availability, so customers may need to check for street parking or nearby lots.

Are there any special features or offerings at the restaurant?

The restaurant offers a variety of ice cream flavors and toppings, but it has received mixed reviews regarding the quality of some ingredients.

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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

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