AI Visibility Scorecard
Evals Coach: the evals copilot for AI product managers
evalscoach.com · Sports & Recreation
Borderline visible. AI bots can crawl Evals Coach: the evals copilot for AI product managers, 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
#208,626 of 250,975 in Sports & Recreation for AI visibility
3
AEO Visibility
iNear-invisible · 3.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Evals Coach: the evals copilot for AI product managers
from our crawl and measurement
Evals Coach: the evals copilot for AI product managers is a business whose own site puts it this way: "Evals Coach is a Claude plugin that guides product managers from a feature description to a runnable eval in seven steps: criteria, test cases, graders, judge prompts and a release gate." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
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
Weak
No inbound links found yet.
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 3.4/10, Evals Coach: the evals copilot for AI product managers is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Does it actually work? We measured.?
A six-task blinded comparison using GPT-5.6 Sol at medium reasoning: the eval-design method behind Evals Coach versus a no-method baseline. 100/65Rubric score, method vs baseline (%) 6/6Tasks won, out of six 0/2Critical failures vs baseline Evals Coach encodes this same method. The run also exposed a weakness (early outputs ran long) that we’ve since tightened, adding PM usability to the rubric.
Is this your brand?
The exact fixes for Evals Coach: the evals copilot for AI product managers
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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.
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Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evalscoach
Cite this score: Engagemii (2026). "AEO Score for Evals Coach: the evals copilot for AI product managers." Retrieved from https://engagemii.com/aeo/brands/evalscoach
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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