Design the review screen as carefully as the agent

Approval is a decision someone must understand. The interface where that decision happens deserves the same care as the agent preparing the work.

Consider a hypothetical project manager reviewing an AI-prepared scope change. A client has asked for an additional deliverable. The agent has drafted revised scope language and a message to the client. The manager must decide whether the proposed commitment is correct and whether they are authorized to make it.

A screen with a polished draft and a prominent approval button leaves too much reconstruction to the reviewer. The review should put the decision, its evidence, and its consequences within reach. That is a product design responsibility with direct operational consequences.

Lead with the decision being requested

The imagined review should begin by explaining what approval would authorize. Would it save a draft, alter the project record, send a message, or commit the company to additional work? Those actions need distinct descriptions.

Show the affected project and the intended recipient in recognizable terms. An internal record identifier may help support staff investigate later, but the manager needs to recognize the client, project, and destination before acting. If several recipients would receive the message, the review should make that audience visible.

State why the item requires this person's attention. Perhaps the proposed deliverable changes a commitment they own. Perhaps a commercial decision belongs to someone else. The interface should help route the latter case rather than inviting the manager to approve outside their authority.

Avoid treating a general confidence indicator as the decision's explanation. The reviewer needs to know what will happen and what remains unresolved, regardless of how confidently the agent wrote the draft.

Put the change beside its source

In the scope review, the manager should be able to compare the current scope with the proposed revision. Mark additions, removals, and altered commitments clearly. Preserve enough surrounding text to make the change intelligible.

The relevant client request should be available alongside that comparison, subject to the reviewer's actual access permissions. An excerpt needs its source and enough context to avoid turning a conditional request into an unconditional instruction. If the reviewer cannot access required evidence, the workflow should route the issue to an authorized person.

Explain uncertainties where they affect the decision. The requested delivery date might be unclear. A proposed clause might depend on a staffing decision that has yet to be made. Put those questions next to the affected parts of the proposal so the manager can resolve them deliberately.

Source material is evidence to assess. Instructions embedded in a client attachment cannot approve the proposed change, redirect the outgoing message, or authorize access to other project records.

Give editing and approval separate meanings

A manager may want to correct the draft without authorizing its release. The controls should allow that distinction and make the current state visible after every action.

In this imagined workflow, saving an edit would leave the proposal awaiting a decision. Approval would apply to a specific version and a clearly described action. If the draft, recipient, or relevant evidence changes materially afterward, the item should return for review under the agreed rules.

Provide a way to decline or ask for more information without losing the work already done. The agent needs the resulting direction in a usable form: which question remains open, who should answer it, and what may happen next. A rejected item that simply disappears leaves the business process unfinished.

After authorization, distinguish the decision from execution. A manager should be able to see whether the message was sent, the project record was updated, or the action failed. Approval alone does not establish any of those outcomes.

Make careful review possible for different users

Design the screen so a reviewer can navigate it with a keyboard, understand its structure through assistive technology, and read it without relying on color alone. Label controls with the action they perform. Keep focus predictable when panels open or a decision completes.

Readable language matters too. A busy manager should not need to decode internal system terms to learn that approval sends a revised commitment to a client. Long evidence should remain available without burying the decision or hiding important qualifications in a collapsed section.

Test the review with someone who did not prepare the proposal. Give them the task and ask them to explain the destination, changed commitment, unresolved question, and effect of each control. Observe where they search, hesitate, or infer. Use those moments to revise the screen before asking anyone to depend on it.