// Use Cases
Where infrastructure replaces workflow.
Five places the market has already moved on from the legacy tooling. Each page maps an old category — due diligence software, pitch deck analyzers, subjective risk rubrics, quality-of-earnings triage, CIM review — against the deterministic infrastructure that replaces it.
What is AI judgment infrastructure used for?
Testing whether an investment narrative survives its own numbers, before capital moves. Deal teams use it beneath their diligence workflow, founders use it to stress-test a deck before the partner does, LPs use the Clarity Score as a reconstructible risk standard, and PE and M&A teams use it to triage a CIM before commissioning the QoE. Pick the card that matches your seat.
Deal Team Infrastructure
Beyond AI Due Diligence Software
Legacy AI diligence tools accelerate retrieval. askOdin compiles deterministic evaluation against a 110,000+ benchmark corpus built on public deal data — the layer beneath the workflow.
Audience: VCs & Deal Teams
Read use case →
Founder Preparation
Not a Pitch Deck Analyzer. A Physics Compiler.
Standard analyzers grade design and grammar. The Crucible stress-tests the structural math the partner's AI is about to run on you.
Audience: Founders (Pre-Seed to Series B)
Read use case →
LP Governance
Standardizing Private Market Risk Scoring
Public markets have GAAP and Moody's. Private capital ran on heuristics. The Clarity Score™ gives LPs and allocators the first reconstructible standard.
Audience: LPs, PE, Family Offices, Allocators
Read use case →
Buy-Side Diligence
AI Quality of Earnings Triage
Pre-LOI triage: does the CIM's story survive its own numbers, before you commission the QoE? Cross-document findings, not a QoE report — the ledger work stays with your accountants.
Audience: PE & M&A Diligence Leads
Read use case →
M&A Diligence
AI CIM Analysis
Strip the marketing polish from a Confidential Information Memorandum and cross-examine its claims against historical financials — a hash-anchored risk matrix, on an M&A timeline.
Audience: PE & Corporate Development
Read use case →