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AI Visibility Scorecard
Swear not by the wiki, the fickle wiki, the inconstant wiki
crummy.com · Media & Entertainment
Somewhat visible. AI bots can read Swear not by the wiki, the fickle wiki, the inconstant wiki, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#14,647 of 1,839,810 in Media & Entertainment for AI visibility
6.9
/10
AEO Score
About Swear not by the wiki, the fickle wiki, the inconstant wiki
from our crawl and measurement
Swear not by the wiki, the fickle wiki, the inconstant wiki is a business whose own site puts it this way: "[ About | Features | Music | Pictures | Software | Writing ] Crummy: The Site We fight 'em until we can't." Its AI visibility score is 6.9 out of 10: the engines can find it, but they do not have much to hold on to.
On the page it is passable on a workable page structure, a few credibility markers and partial sitemap and link coverage. What holds it back is a clearly stated business identity, structured data describing the business and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that press coverage is thin.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
5
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
1
Press and news coverage.
Community
8
Forum and community discussion.
5
Reddit mentions and discussion.
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 6.9/10, Swear not by the wiki, the fickle wiki, the inconstant wiki has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Swear not by the wiki, the fickle wiki, the inconstant wiki
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/crummy
Cite this score: Engagemii (2026). "AEO Score for Swear not by the wiki, the fickle wiki, the inconstant wiki." Retrieved from https://engagemii.com/aeo/brands/crummy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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