Review AI Output With a Source Check

An AI-generated answer can be easy to read and still be wrong in ways that matter. A confident sentence may combine an accurate product name with an unsupported capability. A summary may preserve most of a discussion while changing who agreed to do the work. Reviewing these outputs requires more than proofreading. The reviewer needs to compare the answer with the evidence that the business is prepared to stand behind.

Start by identifying the kind of claim each important sentence makes. Some statements describe facts, such as a delivery condition or a feature. Others express an interpretation, such as why a customer might value an approach. Still others make a commitment, such as when the company will respond. Those categories deserve different questions. A factual statement needs a reliable source. An interpretation needs a defensible connection to evidence. A commitment needs authority from someone who can make it.

Keep the source material beside the draft during review. Searching for evidence only after an answer feels suspicious is an inconsistent process. For a product explanation, use the current approved product information. For a meeting summary, use the permitted notes or recording and any corrections supplied by participants. If the source itself is incomplete, mark the limitation. A polished output cannot supply knowledge that the source packet never contained.

Pay particular attention to numbers, names, dates, exceptions, and conditions. These details can change the meaning of an otherwise reasonable paragraph. “Usually available” and “always available” are different promises. A total can be correct while its unit is wrong. A customer's question can become an apparent objection if the summary adds an interpretation. Read the passages where a small wording change would create a larger operational or reputational problem.

Use a short review record when the document will be reused or shared widely. Record the document version, sources checked, unresolved questions, and the person who approved release. This does not need to become a bureaucratic form for every internal sentence. It is a way to make significant review work visible. When someone later asks why a statement appears in a proposal, the team should be able to explain its basis without reconstructing the entire drafting process.

Separate correction from confirmation. If you discover that a claim is unsupported, removing it does not automatically validate the rest of the paragraph. Check the related statements and the conclusion they support. Likewise, asking the same tool whether its answer is correct does not establish independent evidence. It may be useful for finding questions to investigate, but the final judgment should rest on appropriate sources and people with relevant responsibility.

Consider a draft that says an installation will take two days. The source may actually describe two days of on-site work after preparation is complete. The shorter statement could create an incorrect expectation about the whole project. A source check should recover that condition and adjust the explanation. This is why reviewers need to examine what a sentence implies as well as whether its individual words appear somewhere in the supporting document.

Finally, review the finished document again after substantive changes. Edits can introduce inconsistencies between a headline, a table, and the main text. A corrected limitation may need to appear in more than one place. Stop when the agreed criteria are satisfied, not when the draft merely sounds polished. The purpose of source checking is practical: the organization should know what it is saying, why it believes it, and who has accepted responsibility for using it.