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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. Two-thirds of websites are invisible to them. astir just got measured.
3/10 means astir is currently invisible to AI search. Most AI assistants will not cite your brand when asked about your category. Claiming and applying the fixes below is the fastest way to change that.
About astir
Docs » astir - Automated cell identity from single-cell multiplexed imaging and proteomics Edit on GitHub astir - Automated cell identity from single-cell multiplexed imaging and proteomics¶ astir is a modelling framework for the assignment of cell type across a range of single-cell technologies such as Imaging Mass Cytometry (IMC).
Key Topics
Details
Industry: Technology
astir.readthedocs.ioAI Visibility Breakdown
1
Structured Data
5
Content Structure
4
Entity Clarity
2
E-E-A-T Signals
6
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Source & Attribution
Scored by Engagemii on May 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/astir-readthedocs-io
Cite this score: Engagemii (2026). "AEO Score for astir." Retrieved from https://engagemii.com/aeo/brands/astir-readthedocs-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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