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AI Visibility Scorecard

Good Things from Scratch

Good Things from Scratch

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goodthingsfromscratch.com · Food & Beverage

Borderline visible. AI bots can crawl Good Things from Scratch, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,078,038 of 1,707,025 in Food & Beverage for AI visibility

3.9

/10

AEO Score

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About Good Things from Scratch

from our crawl and measurement

Good Things from Scratch describes itself simply: "I’ve spent over 20 years in the world of high-end food and hospitality, doing everything from fine dining and event planning to culinary retail and sales." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.

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

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 3.9/10, Good Things from Scratch is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Good Things from Scratch

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Weekly ChatGPT & Claude citation tracking

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Picked for Good Things from Scratch: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Good Things from Scratch." Retrieved from https://engagemii.com/aeo/brands/goodthingsfromscratch

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

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