From zero to cross-AI recommendation in 21 days
This page is the narrative case-study version of the March 2026 Better Robots.txt observation. It exists for readers who want the story arc, while the main case page and protocol preserve the methodological framing.
Before and after
Before the March 2026 product and site update, Better Robots.txt was not being surfaced on the tested AI answer surfaces. After the update, it began appearing strongly on the direct product-intent query about a WordPress plugin for robots.txt in the AI and LLM context.
Why the shift matters
The shift matters because it was selective. Better Robots.txt appeared most strongly on concrete, product-aligned questions, while more abstract doctrinal questions still did not reliably trigger any plugin at all.
How to read this case honestly
Read it as evidence of product-layer fit and answer-surface clarity, not as universal proof of dominance across every AI-governance question.
What Better Robots.txt is not
Better Robots.txt is not a WAF, not a signed-agent verification system, not a legal enforcement layer, and not a guarantee that every crawler will comply. It publishes a clearer WordPress policy surface and a safer workflow for the parts you can actually govern.