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AI Visibility Scorecard
One Engineer To Another — Marilyn Haber
oneengineertoanother.com · Technology
Borderline visible. AI bots can crawl One Engineer To Another — Marilyn Haber, 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
#2,017,363 of 2,832,205 in Technology for AI visibility
4
/10
AEO Score
About One Engineer To Another — Marilyn Haber
from our crawl and measurement
One Engineer To Another — Marilyn Haber is a business whose own site puts it this way: "A space for the emotional side of software engineering. Real stories, honest reflections, and conversations engineers rarely get to have. By Marilyn Haber." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models, a sitemap. It also found the gaps that keep answer engines guessing: a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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, One Engineer To Another — Marilyn Haber is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for One Engineer To Another — Marilyn Haber
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/oneengineertoanother
Cite this score: Engagemii (2026). "AEO Score for One Engineer To Another — Marilyn Haber." Retrieved from https://engagemii.com/aeo/brands/oneengineertoanother
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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