Make review part of the work.
Start with what a person must verify, approve, reject, or escalate—then automate the work around that moment.
Read articleFieldnote AI / Research library
01Research library
Read our guidance on source quality, review systems, automation design, and keeping human judgment in the loop.

02Latest research
Start with what a person must verify, approve, reject, or escalate—then automate the work around that moment.
Read articleA sophisticated model cannot repair missing context, outdated records, unclear authority, or an undefined question.
Read articleReliable workflows make responsibility, failure states, review timing, and the path back to a person explicit.
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