Industry · Finance & BFSI

Financial AI data infrastructure

Credit underwriting, fraud detection, and regulatory compliance AI for training data built with the financial domain precision that generic labeling pipelines cannot produce, with published kappa on every delivery.

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Domain-precise financial training data
Credit risk labels, fraud detection signals, and KYC annotation data are produced with the regulatory and domain intelligence that BFSI AI models require to operate safely and compliantly.
Published kappa scores on every BFSI delivery
Financial annotation errors have direct monetary consequences. We publish Cohen's kappa broken down by task category for fraud detection, credit risk, compliance on every project.
Compliance-mapped annotation pipeline
Training data mapped to Basel III, MiFID II, AML/CTF, and GDPR frameworks being delivered with compliance metadata that satisfies regulatory audit requirements for financial AI deployments.
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Credit Risk AIFraud DetectionKYC ProcessingRegulatory ComplianceInsurance Claims AIRLHF for FinTechCA QualifiedCFA QualifiedRegulatory ExpertiseCredit Risk AIFraud DetectionKYC ProcessingRegulatory ComplianceInsurance Claims AIRLHF for FinTechCA QualifiedCFA QualifiedRegulatory Expertise
What the Pipeline Covers

Annotation infrastructure for every BFSI use case

Credit risk data, fraud signal annotation, and regulatory compliance labels, produced with the financial domain intelligence that generic data pipelines cannot replicate, with published kappa on every batch.

Credit Underwriting Fraud Detection KYC / AML Financial RLHF Insurance Claims Regulatory Compliance Earnings Call Analysis Risk Assessment
Financial data annotation BFSI
VALID TRANSACTION · 0.97
TXN_4821 · $12,450 · ACH · FirstBank → CitiBank
SUSPICIOUS ACTIVITY · 0.91
TXN_4822 · $99,999 · WIRE · Unknown → Offshore
KYC VERIFIED · 0.95
CIF_7743 · Gov ID ✓ · SSN ✓ · Credit: 782
FRAUD RISK: MEDIUM · 0.78
TXN_4824 · $9,720 · Structuring pattern detected
ANNOTATION CLASSES: ● VALID ● SUSPICIOUS ● KYC ● FRAUD RISK κ 0.86 · CA Annotator Verified
Finance & BFSI

Compliance-ready BFSI training data built for fintech products at production scale

Credit risk signals, fraud detection labels, and KYC annotation data with full audit trails and published inter-rater kappa on every fintech delivery.

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Capability 01
Fraud & AML Detection
Transaction annotation, suspicious activity flagging, and KYC document classification with AML pattern recognition, regulatory threshold mapping, and cross-jurisdiction schema consistency built into every label.
Capability 02
Credit & Risk Underwriting
Credit application classification, financial statement annotation, and risk signal labeling for underwriting models with domain-validated labels at the document and clause level that generic annotation solutions cannot produce.
Capability 03
Financial RLHF & SFT
Preference data and supervised fine-tuning pairs for financial AI assistants through response comparison, factual accuracy verification, and regulatory compliance annotation for FinTech and BFSI product teams.

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