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AI Visibility Scorecard
shapeoperator.com · Technology
Somewhat visible. AI bots can read Shape Operator by Jason Merrill, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#370,949 of 2,812,091 in Technology for AI visibility
5.8
/10
AEO Score
from our crawl and measurement
"Perhaps it seems silly to approximate a function as simple as this, but it serves as a useful test problem for probing how well non-smooth functions can be approximated by polynomial or." That is how Shape Operator by Jason Merrill introduces itself. Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business and credibility markers like credentials or reviews.
Off the page, AI engines recognise it as a distinct business and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, almost no other sites link to it, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
2
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
8
Forum and community discussion.
0
No Reddit mentions found yet.
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 5.8/10, Shape Operator by Jason Merrill has a working base to build on - fixable, and the signals above are where to start.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shapeoperator
Cite this score: Engagemii (2026). "AEO Score for Shape Operator by Jason Merrill." Retrieved from https://engagemii.com/aeo/brands/shapeoperator
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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