AI Visibility Scorecard
guerrillabuild.com · Technology
Borderline visible. AI bots can crawl guerrilla build, 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
#1,919,681 of 2,705,353 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
8
AI Adoption
iBasic · 8/100
from our crawl and measurement
"Websites, apps and systems for solopreneurs and small businesses, built around their work. Independent builds by Mehdi Michiels: FightFlow, CloWhi, HeldLab, Creative Fighter, brandcarry." That is how guerrilla build introduces itself. When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 3.9/10, guerrilla build is crawlable but under-signaled - fixable, and the signals above are where to start.
What’s the one thingyou’re tired of doing?
One problem. A 30-minute conversation. A fixed-scope first build.Bring your problem ↗Or write to [email protected] and price agreed before any code. In English or Dutch.01Understand the friction.One conversation about the thing that costs you time.
Is this your brand?
The exact fixes for guerrilla build
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on September 27, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/guerrillabuild
Cite this score: Engagemii (2026). "AEO Score for guerrilla build." Retrieved from https://engagemii.com/aeo/brands/guerrillabuild
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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