Case studies

Real workflows, start to finish

Practical examples of automation taking repetitive work off a team, with the real, modest numbers each one produced. One is shipped and documented below; more follow as the work ships.

Content operations

An AI content engine for a publishing operation

Read-only tooling mines an audience’s recurring questions, a Researcher and Drafter turn those signals into ranked topics and first drafts, and a person approves every reply, topic, and draft before it goes live.

The listening half transfers: any business answering the same questions at volume can mine what people ask, draft the repetitive reply, and hold it for a person to approve.

Read the full case study

2h → 15ma day on incoming questions

3h → 15mto draft one article and its script

~90%of questions drafted from the FAQ