Every Govcraft build follows one loop: perceive, reason, act, at a scale and consistency no team can match, with a human approving every output.
Continuous monitoring of media, institutions and political actors. Each story is scored for the need to react, then drafted in the principal's own documented voice. Nothing is published without a human decision, and every decision is logged.

Built for an institution that answers hundreds of requests against its own published record. Every number in an answer is traceable to a source, superseded documents stay labelled, and anything the record cannot support is flagged for an analyst rather than guessed.

Two founders, and a senior team assembled per engagement.