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AI Visibility Scorecard
SQLModel
sqlmodel.tiangolo.com · Technology
Somewhat visible. AI bots can read SQLModel, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#28,135 of 2,808,083 in Technology for AI visibility
7
/10
AEO Score
About SQLModel
from our crawl and measurement
SQLModel describes itself simply: "SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness." Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Off the page, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, people discuss it in places AI engines read and it comes up on Reddit. Beyond that, there is no press coverage to draw on.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
0
No press coverage found yet.
Community
8
Forum and community discussion.
7
Reddit mentions and discussion.
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 7/10, SQLModel has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for SQLModel
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sqlmodel-tiangolo
Cite this score: Engagemii (2026). "AEO Score for SQLModel." Retrieved from https://engagemii.com/aeo/brands/sqlmodel-tiangolo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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