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Our Research Methodology

TrancheBook provides AI-generated investment research on private technology companies through our proprietary analysis engine, Cole.

Cole

Cole is an autonomous analysis engine built on PraevexOS. It combines large language model capabilities with deterministic financial modeling to produce institutional-grade research on every company in our universe.

Unlike general-purpose AI tools, Cole maintains a persistent knowledge graph of every company in our universe, tracks data provenance through our DQL framework, and combines probabilistic reasoning with deterministic financial computation. Every projection is auditable — Cole shows its reasoning chain and cites every data source.

The Six Dimensions

Every company is scored 0–100 across six dimensions, weighted by their predictive importance for investment outcomes.

Growth

Revenue and ARR trajectory, acceleration, and path to scale

Retention

Net and gross revenue retention rates, churn analysis

Profitability

Rule of 40, margin structure, path to profit

Market Position

TAM sizing, competitive moat, category leadership

Risk

Regulatory, concentration, key-person, and market risks

Team Quality

Management depth, track record, technical talent

Each dimension is weighted based on its empirical predictive power for investment outcomes. Weights are proprietary and updated quarterly based on calibration data.

Update Cadence

Composite scores: recalculated weekly

Financial data: refreshed on earnings release or funding event

News signals: monitored continuously

Full IC packages: regenerated when material new data emerges

Data Quality Framework

Every data point in our system carries a Data Quality Level (DQL) from 1 (primary source, verified) to 5 (unverified). Higher-quality data points carry more weight in our scoring models. Full DQL methodology is available to Analyst and Principal tier subscribers.

Inside an IC Package

Each IC package contains everything your investment committee needs to make a decision.

Financial Model

Comprehensive financial projections with sensitivity analysis

Revenue Build

Detailed revenue decomposition and unit economics

Risk Assessment

Multi-dimensional risk scoring with mitigant analysis

Comp Analysis

Public and private comparable company analysis

Question Bank

Prioritized diligence questions for your team

Recommendation

Investment recommendation with conviction scoring

Calibration

We track the accuracy of Cole's projections against actual outcomes. Calibration data will be published as our track record matures.

About TrancheBook

TrancheBook is built by Praevex Ltd. Our team combines private equity operating experience with AI systems engineering to deliver research that matches institutional standards at a fraction of the time and cost.

For partnership inquiries: contact@tranchebook.com

Limitations

Cole can make mistakes. Financial projections are model outputs, not guarantees. Scores change as new data emerges. We recommend using our research as one input alongside your own due diligence process. Our analysis does not constitute investment advice.

For our compliance framework, see Trust & Compliance.