Agent-friendly documentation: a Markdown index for AI agents is at /llms.txt. Every page is also available as clean Markdown by appending .md to its URL (e.g. /pricing.md), or by requesting it with an Accept: text/markdown header.
Five hundred descriptions in one category will collapse toward each other unless you measure it. The similarity threshold we settled on, and how we enforce it pre-write.
A rented quality metric makes every qualification decision unexplainable and every renewal a dependency. Here is the signal set we replaced it with, how the weights were chosen, and what it costs to be wrong.
July 21, 2026 · 9 min readAutomationWe detect challenges and hand them to a human. That choice caps autonomous throughput — and it is the right trade for anyone who plans to keep their domains.
July 14, 2026 · 6 min readAutomationField mapping starts as a similarity search against forms we already solved, and only falls back to inference. The embedding step pays for itself by the second campaign.
July 7, 2026 · 8 min readWe will qualify live publisher inventory in your vertical and show you every signal behind it.