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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 1 times
Claude
#514,858 of 2,623,115 in Technology for AI visibility
5.4
/10
AEO Score
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 5.4 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
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
1
Press and news coverage.
Community
4
Forum and community discussion.
0
No Reddit mentions 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 5.4/10, 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.
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The exact fixes for CodeSOTA — Choose the Best AI Model for a Task
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Weekly ChatGPT & Claude citation tracking
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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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