Use a second look for decisions, not decoration
Inside an Owned AI Workbench, the AI harness connects owned files, selected context, task definition, model routing, independent review, and run history.
The review receives four things: the task boundary, the selected sources, the draft, and a short list of questions. It checks whether each material claim has support, the artifact answers the assigned job, the audience fits, and excluded work stayed outside the result.
It returns either a clear finding or a specific correction. It does not rewrite the task in secret. The person responsible for the work can see what changed and why.
Follow the synthetic brief
The fixed demonstration follows one workshop brief for independent consultants. Its source confirms a two-hour planning session and requires confirmed details only.
The initial brief claims “Saturday sessions are available.” Separate review finds no schedule support and requests removal. The corrected brief keeps the confirmed audience, offer, and constraint.
At the checkpoint, schedule and price remain unknown. The example shows that a separate review can compare a draft with its source and produce a visible correction. It does not prove a customer result.
Decide whether the extra pass earns its place
Add review when the artifact makes factual claims, guides a decision, affects reputation, changes important work, or will become a reusable source. Keep the review narrow when the job is a low-stakes format change with an obvious expected result.
This approach fits small teams that want speed without making one generation the final judge. It is a poor fit for anyone seeking unattended output with no accountable reader.