AI Visibility Scorecard
Commit 451
commit451.com · Technology
Borderline visible. AI bots can crawl Commit 451, 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 1 times
Claude
#1,460,669 of 2,706,155 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
19
AI Adoption
iBasic · 19/100
About Commit 451
from our crawl and measurement
"Boutique software consultancy specializing in mobile, web, and AI-driven solutions. We turn vibecoded prototypes into production-ready apps." That is how Commit 451 Expert Software Consultancy introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (Organization, FAQPage, ProfessionalService), 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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
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 4.6/10, Commit 451 is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a challenge?
We're always open to hearing about interesting problems. Whether you need a mobile app, a web platform, help turning your vibecoded prototype into something real, or technical guidance — let's build something great together.
Why Commit 451?
Ship fast, ship right We move quickly without cutting corners. Agile delivery with production-grade quality from day one.
Is this your brand?
The exact fixes for Commit 451
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 Commit 451.
Source & Attribution
Scored by Engagemii on August 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/commit451
Cite this score: Engagemii (2026). "AEO Score for Commit 451." Retrieved from https://engagemii.com/aeo/brands/commit451
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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