How It Works

How NarrEx works

Upload a narrative document and financial model. NarrEx extracts claims, maps them to model evidence, and returns a structured credibility review your team can use immediately.

Schema-constrained AI extraction

Deterministic validation logic

Deterministic verdict logic, with stricter thresholds for reported actuals than for forward projections.

Upload materials

Upload a narrative document (PDF) and a financial model (XLSX) for the deal you are evaluating. The PDF can be a pitch deck, investment memo, CIM, or management presentation — any document containing financial claims or projections. No integrations required. Each analysis runs on a single deal.

Claims are extracted

NarrEx identifies narrative claims embedded in investment materials — assertions about growth, margins, efficiency, scalability and market positioning. Claims are extracted into structured format for downstream verification.

Evidence is mapped

Each extracted claim is mapped to the corresponding metric in the financial model. Where model data is insufficient, NarrEx derives basic calculations (YoY growth, CAGR, acceleration patterns) and labels them as derived. Ambiguous mappings are surfaced, not silently resolved.

Contradictions are surfaced

Each claim receives one of five outcomes: Supported, Weakly Supported, Contradicted, Unsupported, or Not Applicable — each with full evidence trace.

The output

IC-ready. Evidence-first.

Claim Audit Table

Every narrative claim classified with full evidence trace. Expandable per claim.

Top Contradictions

Highest-magnitude mismatches ranked by deviation. Built for IC discussion.

Downloadable PDF Report

Consulting-grade deliverable formatted for attachment to investment committee memos.