The useful AI opportunity is usually smaller than the pitch.
This workflow evaluates one repeat task, sets a source, reviewer and exception loop, tests a small sample, and decides whether to narrow, defer, or route to a system build.
Owner or operations lead · any owner-led business · AI curiosity, and a team that wants an AI tool before it has a review rule
What happens today
Today the team hears that AI can automate work, but cannot name which source is allowed, who reviews it, or what should happen when the output is wrong.
Why it matters
The risk is unapproved sensitive data, unreviewed client and professional decisions, and an AI project that creates more exceptions than it removes.
Where this starts
One repeat task and a potential source are identified, and a business owner can name a competent human reviewer.
The workflow
- 1The owner names one repeat task and the decision it is meant to prepare — not replace.
- 2The team checks the allowed source data, the minimum inputs, the privacy and contract constraints, and the person who reviews output.
- 3The workflow defines accept, correct, reject, escalate, and stop conditions before any broad rollout.
- 4A small approved sample is reviewed by a person, and exceptions are categorized in the portal.
- 5The next review decides whether to keep the task manual, refine the rule, use Advisory + Implementation, or scope a Custom Build.
Where a person decides
A human reviewer owns every consequential output, and the owner approves any next scope.
If it does not go to plan
If the source data is sensitive, the reviewer is absent, or the task cannot be bounded, it stops or stays manual. No autonomous client or professional action proceeds.
Where this ends
A bounded AI decision record exists: the use, the review, the exception, and the next scope decision.
What you can see
A seeded portal and audit capture and a review loop. No real documents, no model configuration, and no third-party interface.
Why that is useful
The business can distinguish a useful prepared draft from an unsafe automation idea.
What this does not claim. No AI accuracy, security, privacy, integration, savings, or client-outcome guarantee.
Workflow reviewed 2026-08-13