document-summary

To prevent hallucinations in an executive summary, use a Claim Ledger that maps every summary claim to an explicit document source span, enforcing strict separation between source-backed facts and clearly labeled inferences.

Source-grounded document summarization produces decision-ready takeaways by mapping every summary claim to an explicit source span via a Claim Ledger, strictly separating verified source statements from inferences to ensure traceability.

Yes, you can preserve hedges and epistemic stance when summarizing literature reviews. The summarization process applies hedge-preserving paraphrases to accurately maintain the author's modal language, such as 'may' or 'may not', and epistemic confidence.

To summarize methodology and limitations for a professional document review, use Professional mode summarization. This mode preserves practitioner-grade coverage including methodology, evidence, limitations, counterclaims, and explicitly notes what the source does not address.

Yes, source-grounded summarization works for single-document decision-ready takeaways. It applies Executive mode to generate BLUF-first summaries suitable for busy stakeholders, mapping each takeaway directly to a verified source span.

The best way to verify summary claims against original document text is using a ledger-driven verification step. This process maps every summary claim to an explicit source span, ensuring strict Source vs Inference separation for accurate verification.