Underlying Insightshttps://useunderlying.com/resourcesField notes on evidence-backed AI workflows and high-stakes professional work.What Is an Evidence Workroom?https://useunderlying.com/resources/what-is-an-evidence-workroomhttps://useunderlying.com/resources/what-is-an-evidence-workroomMon, 03 Aug 2026 00:00:00 GMTA clear definition of the system between enterprise AI answers and the professional decisions, reviews, and deliverables built from them.The Source Changed. Which AI Work Is Now Stale?https://useunderlying.com/resources/source-changes-and-stale-ai-workhttps://useunderlying.com/resources/source-changes-and-stale-ai-workSat, 01 Aug 2026 00:00:00 GMTA practical design for tracing late-arriving evidence into findings, reviews, models, and transaction deliverables.Why a Chat Answer Is Not a Diligence Recordhttps://useunderlying.com/resources/why-chatbots-fail-due-diligencehttps://useunderlying.com/resources/why-chatbots-fail-due-diligenceThu, 16 Jul 2026 00:00:00 GMTA practical framework for moving from useful AI answers to cited, reviewed, and reusable transaction work.From Data Room to Working Evidence Basehttps://useunderlying.com/resources/structuring-unstructured-deal-datahttps://useunderlying.com/resources/structuring-unstructured-deal-dataTue, 14 Jul 2026 00:00:00 GMTHow to organize transaction sources so questions, analyses, findings, and deliverables can reuse the same record.A Better ROI Model for AI-Assisted Diligencehttps://useunderlying.com/resources/roi-math-of-ma-diligencehttps://useunderlying.com/resources/roi-math-of-ma-diligenceSun, 12 Jul 2026 00:00:00 GMTMeasure avoided rework, review effort, and cycle time without relying on unsupported automation benchmarks.Questions to Ask About AI Workspace Isolationhttps://useunderlying.com/resources/enterprise-ai-data-isolation-guidehttps://useunderlying.com/resources/enterprise-ai-data-isolation-guideFri, 10 Jul 2026 00:00:00 GMTA security review checklist for identity, workspace access, connectors, model providers, retention, and auditability.Designing an Evidence-Backed IC Memo Workflowhttps://useunderlying.com/resources/automating-ic-memos-safelyhttps://useunderlying.com/resources/automating-ic-memos-safelyWed, 08 Jul 2026 00:00:00 GMTHow to connect source review, analysis, findings, approvals, and memo production without automating the investment decision.Build or Buy an AI Evidence Workspace?https://useunderlying.com/resources/build-vs-buy-ai-deal-intelligencehttps://useunderlying.com/resources/build-vs-buy-ai-deal-intelligenceMon, 06 Jul 2026 00:00:00 GMTA decision framework for teams comparing internal development with a purpose-built professional AI workspace.