BEYOND ANNOTATION

The intelligence layer for AI in finance

Institutional grade training data and evaluations that generic annotation can't produce

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Professionals from the world's leading financial institutions

Financial reasoning is not a commodity

You can train a model on documents
You can't train it on judgment

Financial judgment is built through years of real deal experience

Reliable systems require structured reasoning, not just retrieval

Domain specific tasks require domain qualified professionals

High stakes decisions depend on judgment that cannot be automated

We don't annotate documents
We encode expertise into structured outputs

Precision by Design

Expert-verified financial reasoning tasks built with explicit rubrics and domain specific criteria, not free form annotation

Domain Expertise

Every contributor is a credentialed finance professional across investment banking, private equity, equity research, and structured finance

AI Infrastructure

Model ready outputs including instruction pairs, reasoning traces, and benchmarks, structured for direct use in your pipeline

Our expert network covers the full depth of institutional finance

Investment Banking

M&A, industry coverage, capital markets, leveraged finance, structured finance, restructuring

Private Equity

Deal sourcing, due diligence, LBO modeling, portfolio management, exit execution

Asset Management

Portfolio management, security analysis, asset allocation, risk management

FP&A & Corporate Finance

Budgeting, forecasting, capital planning, variance analysis, financial strategy

Direct Lending & Private Credit

Credit underwriting, due diligence, deal execution, covenant analysis, portfolio monitoring

Venture Capital

Deal sourcing, market analysis, due diligence, portfolio support

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Enterprise Clients

Building AI in finance

Access the domain intelligence your systems need through training data, evaluations, and benchmarks built on real judgment