KYB automation was supposed to scale compliance.
Name-matching was holding it back.

Three screening platforms. One structural problem they shared.

The payments company had invested in three incumbent screening platforms over five years. All three operated on the same underlying mechanism: name and address matching against sanctions lists and adverse media feeds. The result was a 30% auto-verification rate – meaning 70% of new merchant applications required analyst review before onboarding could proceed.

The problem wasn’t vendor selection. It was architecture. Name-matching systems treat “Acme Holdings UK Ltd” and “Acme Financial Services Limited” as two different entities – triggering separate reviews for what Sayari’s entity graph recognizes as the same corporate family. Every name variant, every subsidiary alias, every jurisdiction-specific translation became a false positive requiring human resolution.

A more serious gap: the OFAC 50% Rule. Any entity where sanctioned persons own 50% or more aggregate interest is itself subject to OFAC restrictions – even if not on the SDN List directly. Name-matching cannot detect this. Beneficial ownership resolution can. The compliance team knew their OFAC 50% Rule coverage was incomplete but had no primary-source mechanism to close it.

• 30% auto-verification rate – 70% of applications required manual analyst review
• Three incumbent tools running in parallel, producing duplicate alerts and divergent verdicts
• OFAC 50% Rule exposure – no continuous beneficial ownership monitoring across the merchant portfolio
• No audit trail traceable to primary-source government registry filings

Ownership-chain resolution at the point of application

The payments company integrated Sayari’s entity resolution API into their merchant onboarding workflow, replacing three incumbent tools with a single primary-source-backed intelligence layer. When a new merchant application arrives, Sayari:

• Resolves the applicant entity against 10.6B+ primary-source records across 250+ jurisdictions – collapsing aliases, subsidiaries, and cross-border name variants to a single canonical record
• Traces beneficial ownership chains to identify ultimate beneficial owners – exposing OFAC 50% Rule exposure through corporate structures, not just name lists
• Returns a structured verdict with full evidence citation traceable to government registry filings – not a flag, but a defensible record
• Monitors the merchant portfolio continuously for new ownership changes, sanctions additions, and entity list updates

The key distinction from name-matching: Sayari does not match strings. It resolves identities. The same entity appearing under ten variant names across five jurisdictions resolves to one record – with one verdict and one audit trail.

Auto-verification up 25 points. Three tools became one.

Automated verification coverage climbed from 30% to over 60% – because Sayari resolved entity identity through ownership chains, not registered name matching. Analysts who had been handling routine false-positive reviews shifted to genuine judgment calls. The three incumbent screening platforms were decommissioned. And for the first time, the compliance team had continuous OFAC 50% Rule coverage across the full merchant portfolio.