Compliance Insights
Practical guidance on SAR triage, AML automation, and building defensible compliance processes for fintech teams.
AML Transaction Monitoring Annotation Guide: Building Defensible AI for Compliance
90% of AML alerts are false positives — the problem is bad training data, not bad models. Here's how compliance teams use batch annotation with compliance-specific templates to train AI that catches real money laundering, cuts false positives 60–95%, and saves $101K/year in analyst time.
Read article →The Mid-Market Compliance Tooling Gap
Enterprise compliance platforms are priced for JPMorgan. But the BSA/AML obligations are the same whether you're a $1T asset manager or a $50M neobank. Here's why Series B–D fintechs are overpaying for tools that weren't built for them.
Read article →Building a Defensible SAR Triage Process in 2026
Regulators don't expect you to catch everything. They expect you to prove your process was reasonable. Here's how to build a SAR triage workflow that holds up under examiner scrutiny — without the $25K/month enterprise tooling.
Read article →More posts coming soon — KYC Annotation at Scale: identity verification, PEP/sanctions screening, and cross-border due diligence for compliance teams that need to scale without adding headcount.
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