Financial reasoning, verified at source.
Evaluation and training data from verified financial professionals — underwriters, claims specialists, analysts, accountants — for models doing work where a silent numerical error is a material event.
A FAMILIAR DISCIPLINE
KYC, for your data supply.
Finance does not take counterparties on their word — it verifies at source: identity, standing, history. We apply the same discipline to the people producing your training data. Every expert's identity, employer, role, and seniority is verified against systems of record before their first task.
THE EXPERTS
People who carried the numbers.
Underwriters and claims specialists with verified sector tenure — the judgment behind risk and coverage decisions.
Financial analysts, accountants, and tax professionals fluent in the documents the industry actually runs on.
Insurance and compliance specialists for regulated-domain evaluation.
THE WORK
What financial experts do here.
Evaluate agentic financial analysis — comparables, precedents, earnings, disclosure — against how the work is actually done.
Audit model-built spreadsheets and financial models: formula integrity, hardcoded shortcuts, silent numerical errors.
Grade accounting and tax reasoning through the close — reconciliation, journal entries, statement review, filing positions.
Evaluate claims and underwriting judgment with specialists who carried the risk.
Assess KYC, AML, and compliance reasoning — screening logic, escalation calls, audit-ready rationale.
Author realistic case files with verifiable right answers, and red-team financial advice for accuracy and exposure.
PROVENANCE
An audit trail, unit by unit.
Regulated buyers ask who produced the data, and on what authority. Every delivery ships with provenance: which verified expert did the work, under which verified role and seniority, with the QA trail behind it. The question your auditors — or a model-risk review — will ask is one we already answer.