Is adding a reviewer’s name enough to establish meaningful review?

No. Define the evidence, checks, rejection criteria, and responsibility that make the review effective for the intended use.

Define human review criteria for legal AI outputs

Executive summary

Specify what the reviewer must verify, which sources they need, and when an output must be rejected or escalated. A named reviewer without a workable review task is not enough.

Match review depth to the output’s intended use.

Give reviewers source access and time to check.

Preserve uncertainty instead of forcing a completed answer.

Define the action that follows the output

A working summary for a lawyer and a clause sent to a counterparty create different review needs. State where the output will go and what decision it supports. Then define the check that must occur before that action.

For research, the reviewer may need to verify the authority, passage, and current status. For contract extraction, the task may be to confirm the document version, quoted wording, and applicable exception. Use concrete criteria rather than a universal instruction to review carefully.

Give the reviewer usable evidence

The reviewer needs the source documents, references, instructions, and assumptions behind the output. A polished paragraph without its supporting passage can take longer to verify than to write manually. Include enough context to make the check practical.

Keep draft outputs labelled until the required review is complete. In collaborative work, identify the person responsible for checking each material point so that several participants do not all assume someone else verified it.

Define rejection and escalation

Consider an extraction that reports a liability cap but cannot identify the operative amendment. The reviewer should not approve the answer merely because the amount appears plausible. Mark the version issue unresolved and request the missing document or legal determination.

Useful rejection triggers include unsupported citations, missing source access, a material contradiction, and an answer beyond the approved task. Escalation should name a recipient and a question, not simply attach a red risk label.

Check whether review works in practice

Run a small exercise with known errors. Ask reviewers to use the proposed process and record which errors they find, how long the check takes, and where the evidence is insufficient. This tests the control rather than the reviewers' ability to agree with a fluent answer.

Revise the instructions when predictable errors remain hard to detect. A second reviewer may be appropriate for some tasks, but adding another signature without a distinct responsibility can reproduce the same gap.

Record acceptance without overstating assurance

Keep the accepted version, reviewer, date, and material changes. State any assumptions or restrictions that must travel with the output. A business recipient should know whether a point is confirmed, provisional, or awaiting local advice.

Human review supports professional judgment and governance. It is not a universal legal safe harbour. The organisation still needs to assess the applicable rules, permitted processing, and consequences of the use in its own circumstances.

Sources and next steps

This is an editorial workflow guide for legal professionals. The suggested checks are our practical recommendations, not a statement that a regulator requires a particular software workflow.

Explore Collaboration and Drafting, or review Judicio's regional coverage and limitations. Check the underlying source and your organisation's approved process before relying on an output.