AI Visibility Scorecard
Grit
gritframework.dev · Technology
Borderline visible. AI bots can crawl Grit, 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
#1,221,845 of 2,705,353 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
85
Muse Index Score
iAI agent readiness
Transactable · 85/100
12
AI Adoption
iBasic · 12/100
About Grit
from our crawl and measurement
"The full-stack meta-framework that combines Go, React, and a Filament-like admin panel." That is how Grit introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (Organization, SoftwareApplication, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Fair
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 4.8/10, Grit is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Grit?
A full-stack meta-framework that turns one CLI command into a working Go API, React frontend, and admin panel, with everything you usually wire up by hand already wired up.STEP / 01Scaffold a real projectPick your architecture (single binary, monorepo, mobile, desktop) and one command scaffolds the entire repo: Go API, React frontend, admin panel, Docker, CI, all wired together.$grit new my-app --tripleSTEP /.
Is this your brand?
The exact fixes for Grit
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 Grit.
Source & Attribution
Scored by Engagemii on September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gritframework-dev
Cite this score: Engagemii (2026). "AEO Score for Grit." Retrieved from https://engagemii.com/aeo/brands/gritframework-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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