Knowledge-ledger framing targets content drift, not just drafting speed.
Iris is a strong shortlist candidate for revenue and security teams with high RFP and questionnaire volume that want first drafts in minutes and a system that actively surfaces stale content. The knowledge-ledger framing is a genuine differentiator if it holds up in practice: most teams’ real failure mode is drift between source-of-truth answers, not raw generation speed. Diligence should test how well the ledger detects inconsistency on your content and how governance gates final submissions.