AI Visibility Scorecard
CodeSOTA — Choose the Best AI Model for a Task
codesota.com · Technology
At 2.88/10, CodeSOTA — Choose the Best AI Model for a Task is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 8 times
Claude · Meta AI · Apple Intelligence · Parallel
Top 50% in Technology for AI visibility
53
AI Naming Predictability
iRarely named · 53/100
Technology average 28
Top 12% of Technology
See what's behind this score →2.88
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Technology average 17
See what's behind this score →8
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, though, it is barely visible: it scores 2.88 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 8 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
- Company ·
- CodeSOTA — Choose the Best AI Model for a Task
- Website ·
- codesota.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.88/10, CodeSOTA — Choose the Best AI Model for a Task is near-invisible to AI engines today. That is 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.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 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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