AI Visibility Scorecard
CodeSOTA — Choose the Best AI Model for a Task
codesota.com · Technology
Somewhat visible. AI bots can read CodeSOTA — Choose the Best AI Model for a Task, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI · Apple Intelligence
#269,305 of 2,705,025 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
8
AI Adoption
iBasic · 8/100
About CodeSOTA — Choose the Best AI Model for a Task
from our crawl and measurement
CodeSOTA Choose the Best AI Model for a Task describes itself simply: "Find current state-of-the-art AI models by task, benchmark, metric, source, and snapshot date. Every score is dated, sourced, and callable by agents." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models 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
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Fair
Forum and community discussion.
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 5.7/10, CodeSOTA — Choose the Best AI Model for a Task has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Trained somethingthat beats the table?
Submit a checkpoint, paper result, or correction with structured benchmark provenance. We validate the score, cross-check the source, and add the row to the registry with its date and evidence trail.Submit a score ↵Read the methodologyNote 1 · Source tiersEvery row is labelled reproduced, paper, or vendor-reported.
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The exact fixes for CodeSOTA — Choose the Best AI Model for a Task
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codesota
Cite this score: Engagemii (2026). "AEO Score for CodeSOTA — Choose the Best AI Model for a Task." Retrieved from https://engagemii.com/aeo/brands/codesota
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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