Make checking generated claims easier to navigate.
Explore checking generated claims, with practical workflows, a working example and checks for common mistakes.
Explore the guide ↗AI Output Verification is a focused resource for editors and AI reviewers, exploring checking generated claims through the work people actually need to perform. For this topic, the workflow is to extract checkable claims, find original evidence, and resolve contradictions. This guide uses a claim verification table to hold the decisions together and examines source authority, claim scope and unsupported details as distinct quality concerns.
The example involves an editor checking a generated explanation before publication; it is an illustrative exercise for this subject, rather than a reported client result. Verification begins by extracting checkable claims. Confirm that supporting material actually exists and supports the specific wording, rather than accepting a relevant-looking link as evidence for every sentence around it.
The working guide
AI / 10 SECTIONSStart by describing the task that makes checking generated claims relevant now. Use the situation of an editor checking a generated explanation before publication to identify the practical question before choosing a method. A concern involving source authority may require different evidence from a concern involving claim scope.
Keep those questions visible in a claim verification table, alongside the intended outcome. The scope of checking generated claims becomes easier to discuss when an agreed requirement is clearly distinguished from an idea that still needs investigation. Before proceeding with checking generated claims, decide whether the current state of unsupported details creates a dependency that needs another person's input.
A claim verification table
Use a claim verification table as a shared reference for this piece of checking generated claims. The record is especially useful when editors and AI reviewers need to explain why a particular route was chosen. Connect the entry about source authority to the relevant evidence for checking generated claims, rather than copying information without its source context.
Review a claim verification table after a meaningful change; an abandoned reference can mislead the next person working on checking generated claims.
Extract checkable claims
03 / 10The first working stage is to extract checkable claims. In the example involving an editor checking a generated explanation before publication, identify which input is needed before this action can produce a dependable result. Consider how questions about source authority affect the starting conditions for the action to extract checkable claims, including information that has not been confirmed.
Record the outcome in a claim verification table and explain any limitation before asking somebody to find original evidence. This creates a traceable starting point for checking generated claims, making an incomplete input easier to recognise before it influences the rest of the work.
Find original evidence
Continue by deciding how to find original evidence under the agreed conditions. The handoff from the first stage of checking generated claims should contain the information this action actually requires. Before you find original evidence, inspect claim scope and identify any assumption that has become doubtful.
If the situation involving an editor checking a generated explanation before publication reveals a different requirement, update a claim verification table before expanding the work. A visible change decision keeps checking generated claims coherent and helps the next participant understand whether the original scope still applies.
Resolve contradictions
The third stage is to resolve contradictions, bringing the current piece of checking generated claims to an understandable state. Check unsupported details against the agreed purpose of checking generated claims, not merely against a list of completed activities. Use a claim verification table to identify follow-up responsibilities and relevant limits.
In the example of an editor checking a generated explanation before publication, ask what the receiving person would need before relying on the output. Closing this stage of checking generated claims clearly prevents an unfinished dependency from being mistaken for an accepted result.
Avoid approving an answer because it sounds confident
A specific failure pattern in checking generated claims is approving an answer because it sounds confident. It can create a gap between the appearance of progress and the actual outcome needed by editors and AI reviewers. Check whether source authority was understood before the action began and whether claim scope was examined by somebody with the relevant context.
Capture the correction in a claim verification table, including its effect on unsupported details. The aim is to reduce the opportunity for approving an answer because it sounds confident to recur, while keeping the process proportionate to the work.
Work through a realistic situation
Consider an editor checking a generated explanation before publication as a small rehearsal of checking generated claims. Write down the request and expected result, then identify who performs the action to extract checkable claims. Before moving to the instruction to find original evidence, ask which information the next participant needs.
Use a claim verification table to preserve any question the example exposes, especially where source authority is uncertain. Then decide how to resolve contradictions without hiding a concern about unsupported details.
Check claim scope
The review criteria for this guide are source authority, claim scope and unsupported details. Examine each criterion separately in the context of checking generated claims, because a positive finding in one area does not settle the other questions. For editors and AI reviewers, a useful review records what was examined and how the finding affects the next action.
Connect the evidence to a claim verification table, including any limitation in the material available. In the situation involving an editor checking a generated explanation before publication, identify which finding would prevent a responsible handover. This approach makes the review of checking generated claims explainable, rather than treating an unexplained approval label as evidence that the task is ready.
Keep the guidance useful after the first pass
Maintenance of checking generated claims should respond to changes in the task, its inputs and its responsible people. Assign an owner to a claim verification table and explain which events should trigger another review. A changed assumption about source authority may affect the earlier decision to extract checkable claims; a concern about unsupported details may require a new closing check.
Remove obsolete directions from a claim verification table deliberately so that earlier versions do not compete with approved guidance. When claim scope changes, explain whether the instruction to find original evidence needs different inputs or a revised decision.
Choose a practical next step
Begin with one bounded task involving checking generated claims rather than a complete redesign of the surrounding operation. Prepare a claim verification table, work through the three actions and inspect the result using the criteria for source authority, claim scope and unsupported details. Ask someone from the intended audience of editors and AI reviewers to identify a point that still needs clarification.
Compare that observation with the example of an editor checking a generated explanation before publication, then choose a specific change worth testing.