AI visibility score
4.7/ 10Fair

#25,531 of 738,818 in E-commerce

As of 2026-08-11 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Terry's Toffee

Terry's Toffee

Unclaimed

terrystoffee.com · E-commerce

Borderline visible. AI bots can crawl Terry's Toffee, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Claim this page freeSee the breakdown

AI engines read this profile 6 times

Claude · Meta AI · Apple Intelligence

#25,531 of 738,818 in E-commerce for AI visibility

12

AI Naming Predictability

i

Named occasionally · 12/100

Top 4% of E-commerce

5

AEO Visibility

i

Borderline · 4.7/10

50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

0

AI Adoption

i

None detected · 0/100

Share

About Terry's Toffee

from our crawl and measurement

Terry's Toffee describes itself simply: "Award-winning gourmet toffee and confections handmade in small batches in Chicago. Give the gift of the best toffee to buy, corporate gifts, event and weddings favors, pl." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.

On the page itself the strengths are clear: crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data, a workable page structure and a partly stated business identity. What holds it back is credibility markers like credentials or reviews.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The business dates to 2002.

Industry · E-commerce
Last scored · Aug 11, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Good

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.7/10, Terry's Toffee is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

✓

The exact fixes for Terry's Toffee

✓

Which AI engines already crawl you

✓

Free AI bot monitoring: see every AI crawler that visits you

Claim your page free

Already have an account? Sign in

From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→
Picked for Terry's Toffee: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for Terry's Toffee.

Terry's Toffee lists 66 products, 65 in stock, priced 0.00 to 169.99.

Show all 66 products

Machine-readable copy: the product feed (JSON).

Source & Attribution

Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/terrystoffee

Cite this score: Engagemii (2026). "AEO Score for Terry's Toffee." Retrieved from https://engagemii.com/aeo/brands/terrystoffee

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform