Patch a factual prompt with quote-first grounding and citation verification.
Reveal how a grounded-citation patch changes the finance summary workflow. Before: confident number, no evidence trail. After: evidence first, synthesis second, unsupported claims marked. The prompt now extracts support before synthesis. That forces the model to expose the source trail behind each claim. Numbers must cite rows or be labelled as estimates. This prevents committed savings and projections from blending together. Unsupported claims get a defined behavior: mark Unknown or retract. The model no longer has to guess to complete the board summary. Grounded outputs are easier to trust because they are easier to audit. prompt-debugging Moved from confident claims…
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