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AI Visibility Scorecard
Measure AI impact, not AI usage
penserodevstackai.com · Technology
Borderline visible. AI bots can crawl Measure AI impact, not AI usage, 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
#1,992,055 of 2,821,955 in Technology for AI visibility
4
/10
AEO Score
About Measure AI impact, not AI usage
from our crawl and measurement
"Pensero analyzes engineering activity across your tech stack to generate AI-powered insights on contribution, productivity, and delivery. Grounded in evidence, not perception." That is how Measure AI impact, not AI usage introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 4/10, Measure AI impact, not AI usage is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Measure AI impact, not AI usage
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on July 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/penserodevstackai
Cite this score: Engagemii (2026). "AEO Score for Measure AI impact, not AI usage." Retrieved from https://engagemii.com/aeo/brands/penserodevstackai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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