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AI Visibility Scorecard

grump stuff

grump stuff

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grumpstuff.com · Other

At 2/10, grump stuff is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 3 times

Apple Intelligence · Claude

2

/10

AEO Score

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About grump stuff

from our crawl and measurement

grump stuff is a business whose own site puts it this way: "Skip to content instagram handmade ceramics and other oddities based in the pacific northwest Instagram [email protected] Designed with WordPress." As far as answer engines are concerned it may as well not exist yet: 2.0 out of 10.

The page falls short on a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). There is not much on the page to read either, about 19 words.

Industry · Other
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

1

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Trust

1

Established authority for your domain.

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 2/10, grump stuff is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for grump stuff

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for grump stuff: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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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/grumpstuff

Cite this score: Engagemii (2026). "AEO Score for grump stuff." Retrieved from https://engagemii.com/aeo/brands/grumpstuff

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

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