AI-assisted workflows should be evaluated as controlled changes to an operating process. The key question is not whether a label says “AI,” but whether the team can verify the inputs, retain human ownership, and correct an error safely.
Scope note: This is a general evaluation guide. It does not claim that any product can answer calls, schedule work, make predictions, generate estimates, send messages, connect systems, or achieve a business outcome.
Start with one clearly bounded task
Choose one process that is repetitive and has a named human owner. Examples might include organizing an internal draft, identifying incomplete records for review, or preparing a suggested next action.
For the selected task, document:
- the approved input data;
- what the tool may propose;
- what it may not decide;
- the human who reviews the output;
- the record of the final decision;
- the condition that pauses the workflow.
Review five control questions
| Control question | What to verify |
|---|---|
| Data | Is the information authorized, necessary, and appropriately limited? |
| Accuracy | Can the team compare the output to an authoritative record? |
| Ownership | Is a named person responsible for review and correction? |
| Limits | Does the workflow stop for sensitive, urgent, or ambiguous cases? |
| Reversibility | Can the team correct or roll back an error without hiding it? |
If any answer is unknown, keep the workflow in a limited test rather than expanding it.
Do not turn a suggestion into a commitment
A draft is not a sent customer message. A proposed appointment is not a confirmed appointment. A recommended assignment is not proof of availability or qualification. A generated summary is not a source record.
Human approval and the authorized business record should determine the final state.
Use synthetic testing first
Test with synthetic scenarios that do not contain customer, employee, payment, address, location, credential, log, screenshot, or production account data. Include unclear inputs, missing information, a sensitive request, a contradiction, and a case that requires a human decision.
Review each result with the accountable owner before using live information.
Verify product and legal details separately
Capabilities, integrations, data controls, pricing, availability, and communication requirements can change. Verify those details directly with the relevant official documentation, contract, authorized reviewer, or support channel at the time of the decision.
Do not use public guides to state an unverified roadmap, security commitment, return on investment, or product behavior.
Discussion
Which workflow would your team test first if every output required documented human approval?