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From The Trenches
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. Two-thirds of websites are invisible to them. From The Trenches just got measured.
4/10 means From The Trenches is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About From The Trenches
Practical, no-bullshit insights for developers and engineering managers. From 20+ years in the trenches and fellow industry insiders. Click to read From The Trenches, by Wojciech Zawistowski, a Substack publication with hundreds of subscribers.
Key Topics
Details
Industry: Technology
fromthetrenches.devAI Visibility Breakdown
1
Structured Data
7
Content Structure
6
Entity Clarity
4
E-E-A-T Signals
6
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fromthetrenches-dev
Cite this score: Engagemii (2026). "AEO Score for From The Trenches." Retrieved from https://engagemii.com/aeo/brands/fromthetrenches-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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