AI Visibility Scorecard
Evals Coach
evalscoach.com · Sports & Recreation
At 1.15/10, Evals Coach is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
7
AI Naming Predictability
iRarely named · 7/100
Sports & Recreation average 17
Top 68% of Sports & Recreation
See what's behind this score →1.15
AEO Visibility
iNear-invisible · 1.15/10
Sports & Recreation average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Sports & Recreation average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Sports & Recreation average 16
See what's behind this score →4
About Evals Coach
from our crawl and measurement
Evals Coach 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 1.15 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.
- Company ·
- Evals Coach
- Website ·
- evalscoach.com
- Industry ·
- Sports & Recreation
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 1.15/10, Evals Coach is near-invisible to AI engines today. That is 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.
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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evalscoach
Cite this score: Engagemii (2026). "AEO Score for Evals Coach." 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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