When the model mixes facts from different products, another broad rewrite or another batch of output may leave the underlying problem intact. Diagnose the relevant failure before changing the whole process.
Find the likely cause
Several source records share similar terminology.
Treat this as an explanation to verify against the actual work. Look at the input, the relevant decision, and the final result together. If the evidence does not support this diagnosis, investigate the mismatch before applying a convenient but unrelated fix.
Make the targeted correction
Label records clearly and draft one product or offer at a time.
Grounded drafting keeps the model's factual claims tied to a defined evidence set while leaving room for original explanation.
Check that the repair worked
Verify that every capability belongs to the correct item.
Repeat the check on the final version that the reader or customer will encounter. An approved draft, a preview, and a published result can differ; the acceptance decision should concern the version people actually use.
Prevent the next related failure
A separate issue to watch for is this: source excerpts lack the context needed for accuracy. Include the surrounding conditions and definitions.
Monitor the useful outcome
Track supported claims, unresolved questions, and factual corrections per draft.
Keep a short record of the original symptom, the evidence behind the diagnosis, and the result of the acceptance check. That record makes the solution reusable when the same condition appears again, without assuming that every superficially similar problem has the same cause.