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SaaS and developer sites adopt llms.txt far more often

SaaS and developer tools reach 24.1% llms.txt adoption in the study.

The file is culturally concentrated among technical sites.

The numbers behind it.

SaaS/developer adoption
Highest named category adoption in the study.
24.1%

The evidence.

Source
The llms.txt Effect

MeasureResult
SaaS/developer adoption

Highest named category adoption in the study.

24.1%

What this study measured.

An observational snapshot.
Tested 14 March 2026.

Read the full methodology

Population and method

Built from HTTP scans of 37,894 AI-cited domains, linked to 337,362 citations and 882 citation snapshots in the Trakkr corpus.

Where the evidence stops

This is an observational study. It measures correlation with citation outcomes, not a controlled experiment.

Adoption is uneven by sector, so raw averages can hide category concentration in SaaS and developer tooling.

The top-5,000 test returns p=0.85. The full scanned sample returns p<0.001 with reported r=-0.065. Neither establishes a causal effect. The public aggregates do not include confidence intervals or document the cohort for citation means and medians well enough to recompute the tests.

What to do with this

Adoption patterns should not be mistaken for universal citation best practice.

“SaaS and developer tools reach 24.1% llms.txt adoption in the study.”

The llms.txt Effect - Trakkr Research · SaaS and developer sites adopt llms.txt far more often
The llms.txt Effect · Trakkr Research · Updated 4 September 2026

https://trakkr.ai/trakkr-research/llmstxt-effect/facts/saas-and-developer-sites-adopt-llms-txt-far-more-often
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