Review-first AI operations · US midmarket
For healthcare-administration and professional-services teams that have real queues to move and real consequences when software guesses. Start with drafts, make every promotion evidence-based, and keep a named person responsible for the final call.
Your first plan is free. Your plan stays portable. No confidential or regulated data is needed to start.
The operating model
Each phase says what is on, what stays off, which evidence opens the next phase, who approves it, and what sends the workflow backwards.
In the proposed draft-only phase, the system may classify, extract, summarize, and draft inside a bounded queue. No output is authorized to reach a customer, regulated record, care decision, or money.
Gate · Open the next phase only after a named reviewer accepts a defined body of work against agreed correction criteria.
The proposed operating model gives the named reviewer an accept, edit, or reject path and routes defined exceptions back to the responsible person. The exact control must be verified for each workflow before use.
Gate · Promote only the low-risk actions whose evidence meets the agreed threshold, with an owner who can reverse the decision.
A pilot may promote only approved action types within explicit limits. Its acceptance contract defines which new cases, confidence gaps, missing evidence, or policy exceptions must stop and return to review.
Gate · A rollback condition is defined before launch, so the workflow can return to human approval without improvising during an incident.
Two starting points
Healthcare administration
Professional services
The pilot shape
Choose one recurring workflow, name its owner, define the allowed inputs and outputs, and list every action that remains forbidden.
Put representative cases through the draft-only path. Reviewers record corrections and exceptions without changing who owns the decision.
A named approver compares the evidence with the gate. Only the proven low-risk actions advance; everything else stays held or returns to draft-only.
Platform evidence, not a blanket certification
The linked record is the current place to inspect the platform behind relevant implementations. Capability availability, required adaptations, and the boundary for your workflow are confirmed in the plan before the implementation relies on them.
Start with the boundary
Describe the administrative bottleneck without confidential details. The planner will draft the workflow, controls, rollout gates, and evidence needed to decide whether it should be built at all.