Astral · astral.sh · Scanned Mar 9, 2026

AI recommends Astral in most buying answers.

We asked ChatGPT, Claude, Gemini, and AI Overviews 5 questions a buyer would ask, with no context and as up to 3 buyer personas. Astral was named in 41 of 57 answers. Asked about the brand directly, 4 of 4 answers described it.

AI names Astral ahead of: Flake8, mypy, Pyright

Compare your brand

AI visibility score

91/ 100

Excellent

Known: 4 of 4; answers about the brand by name

Recommended: 41 of 57; answers to buying questions

Astral competitors in AI answers

Where Astral ranks among the brands AI names.

Answers that named each brand

1Astral41
2Flake833
3mypy30
4Pyright26
5Pylint25
6Pylance18

How does your brand compare to Astral?

Enter your site. We'll set up your agent, ask AI the questions your buyers ask, and track Astral as a competitor in your results.

Questions where AI recommends someone else

Named in 5 of 5 questions.

A sample of the questions buyers ask, and whether ChatGPT, Claude, Gemini, and AI Overviews named Astral in each answer.

Each dot is one answer, in this order:1No context2The Performance-Focused DevOps Engineer3The Efficiency-Driven Software Architect4The Early-Stage Startup Foundernamed Astral

Share of buying answers

83%53%80%73%41/57

And 1 more question in the full report.

Perplexity was not part of this scan.

What AI says

What ChatGPT, Claude, Gemini, and AI Overviews say about Astral.

Where AI gets its information

The sites AI cited when it answered questions about Astral's market.

Counts are pages cited from each site.

Astral's own site

docs.astral.sh7
astral.sh4

Other sites

pypi.org9
news.ycombinator.com6
realpython.com6
engineering.fb.com5
python.plainenglish.io5
intellij-support.jetbrains.com4

Publications

github.com46
youtube.com10
docs.github.com2
gist.github.com2
ber2.github.io1
github.blog1

Full report

Why AI answers this way, and what would change it.

Inconsistent visibility in ide-specific performance queries compared to core CI/CD tooling.

1 more finding
3 recommended pages to write
Every answer, word for word
409 cited sources, with links

Is this your brand? Claim it to see the full report.

About Astral

Astral is a software company dedicated to building high-performance, next-generation tooling for the Python ecosystem. Their flagship product, Ruff, is an extremely fast Python linter written in Rust, designed to significantly increase developer productivity.

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