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.
AI engines read this profile 3 times
Claude
#1,918,529 of 2,704,098 in Technology for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Technology average 28
Top 41% of Technology
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. 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
Technology average 17
See what's behind this 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 3.5 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.
- Company ·
- Measure AI impact, not AI usage
- Website ·
- penserodevstackai.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Jul 16, 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
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
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 read your site and name it in answers. At 3.5/10, Measure AI impact, not AI usage is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Measure AI impact, not AI usage
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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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