AI Visibility Scorecard
techstackdevs.com · Technology
Borderline visible. AI bots can crawl Tech Stack Devs, 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 5 times
Claude · Meta AI · Parallel
#1,001,237 of 2,704,127 in Technology for AI visibility
30
AI Naming Predictability
iRarely named · 30/100
Technology average 28
Top 23% of Technology
See what's behind this score →4.1
-
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 →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
"A collective studio of independent senior developers building apps, websites, and SaaS platforms for businesses." That is how Tech Stack Devs introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
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 read your site and name it in answers. At 4.1/10, Tech Stack Devs is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Work With a Collective?
Traditional agencies charge for overhead you don't need — project managers, account reps, and layers between you and the people writing code. With Tech Stack Devs, you work with a vetted network of senior developers: every project has an owner who leads the build, and specialists join when the work calls for it — without the agency markup or bureaucracy.
Is this your brand?
The exact fixes for Tech Stack Devs
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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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Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/techstackdevs
Cite this score: Engagemii (2026). "AEO Score for Tech Stack Devs." Retrieved from https://engagemii.com/aeo/brands/techstackdevs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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