Why this matters
Clean source material, define ownership, and build retrieval around trustworthy documents.
What changes first
The first gains usually come from repetitive coordination work: drafting, triage, summarization, routing, and checklist-driven production tasks. The goal is not to replace every person in the loop. The goal is to move predictable work into a cleaner system.
Common mistakes
- Automating the mess before defining the process.
- Skipping review steps for high-risk output.
- Judging success by novelty instead of saved time, lower error rates, or clearer decisions.
What to do next
Pick one bounded workflow, define the desired output and failure conditions, decide where human review belongs, and measure what changes after deployment. Teams that do this well create durable advantage because the workflow gets clearer, not just faster.