web search

One call per company, a pinned domain, an unknown option on every question, and a write policy that checks whose website the evidence came from. Without that check, a same-name company's GitHub page updates your customer record.

Fourteen of seventeen answers right looks fine until you split by stratum: every recently changed fact was wrong, with near-total confidence. The eval is a dated golden set, stratified by how facts fail on the web, re-verified before every run.