AI Visibility Scorecard
Tech Stack Devs
techstackdevs.com · Technology
Somewhat visible. AI bots can read Tech Stack Devs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Meta AI
#667,400 of 2,707,789 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Tech Stack Devs
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 it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
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).
The 6 signals AI reads
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.
Off-page authority
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.2/10, Tech Stack Devs has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Tech Stack Devs.
Source & Attribution
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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