AI-First Financial Crime

From Alert to
Attested SAR

Alert to attested, filing-ready SAR or CTR — with a tamper-evident audit trail your examiners can verify. Runs alongside Verafin or Actimize.

Senior Shield elder financial exploitation (flagship)
Benefits Integrity low-income benefit recipients
Veterans Shield same engine, veteran cohort, VA-benefit diversion protection
2x
False Negative Weight
25ms
Payment-Edge Screening
100%
Customer VPC
Cernio Workbench
Live Triage
124
Triaged
14
SARs Drafted
10x
FN Weight
92ms
Edge Latency
Active Triage Queue
P1Structuring — cash funnel patterndrafting SAR
P2RTP fraud — Reg E hold placedheld
P2Elder EFE — new-payee velocityT2 review
P3Sanctions — Jaro-Winkler reviewscreening
System Health
Analyst AgentOnline
SAR DraftingHealthy
SAR Pipeline
Drafted
14
In review
6
Attested
4
audit chain ✓ #7e00a8… verified
EXHIBIT 1 — Cernio Workbench — Live Triage ConsoleIllustrative console view, synthetic data
INTERACTIVE — 60-SECOND TEASER

Senior Shield, in 60 seconds

Four beats, one Senior Shield case: Signal, Decide, Protect, Prove — the same loop Cernio runs for real elder-fraud alerts.

SYNTHETIC SCENARIO · REAL PRODUCT FLOW
Beat 1 of 4 — SIGNAL
EFE ALERTCASE-7734

Margaret T., 78

  • Three transfers to a newly-added payee
  • $2,400 → $3,100 → $4,800 over 5 days
  • New device on the account, not previously seen
TYPOLOGY Romance-scam pattern — FinCEN EFE behavioral red flag
How it works

From alert to attested SAR.

Core banking data, payment rails, and incumbent alerts enter on the left. The Analyst investigates on a Merkle-anchored record. What surfaces is filing-ready and examiner-proof.

Evidence sources
Core bankingFiserv · Jack Henry · KeyStone
Payment railsACH · Wire · RTP · FedNow
Sanctions feedsOFAC · EU · UN · HMT
Incumbent alertsVerafin · Actimize
Cernio Workbench
Cernio Analyst
system of intelligence
Merkle Audit Chain
system of record
What surfaces
Filing-ready SARs
Exam-prep packs
Protective holds
Attested decisions
System layers

The Analyst investigates. The chain attests.

Every action lands on the Merkle chain. The Analyst drafts with citations; officers decide — EFE filings always carry a human attestation.
Active
02
System of Intelligence
Cernio Analyst

Triages the alert queue, gathers cross-pillar evidence, and drafts SAR narratives with citations. Proposes escalate, close, or hold — never files alone.

Agentic TriageCited Narratives
High-Fidelity Risk Signals
Foundation
01
System of Record
Merkle-Anchored Audit Chain

Tamper-evident by construction. Every alert, evidence pull, draft, and decision anchors to a chain your examiner can independently verify.

Tamper-EvidentExaminer-Verifiable
Audit-Grade Artifacts
The Cernio loop

One case. Two passes. Five stages.

Case-side stages take an alert to a decision. Assurance-side stages make the program defensible and sharper every release.

Case pass · alert → decision
Assurance pass · defend → improve
1
Detect
C1
2
Investigate
C2
3
Decide
C3 · HITL
4
Defend
C4
5
Improve
C5 · Evals
Live Platform Demo

See Cernio in Action

Five steps from the overview dashboard to SAR filing. The live demo runs on synthetic data only.

Platform Tour
Cernio OverviewCases & InvestigationAutomated SAR/CTR FilingCompliance & PoliciesAdmin & Notifications
EXHIBIT 2 — Cernio Platform Tour — Cernio Overviewcernio.adalma.ai — synthetic data only
THE CERNIO LOOP

5 Stages of Financial Crime Defense

One loop, one audit chain, organized around what a BSA officer actually does, not a vendor's feature list. Senior Shield (elder financial exploitation) is the flagship threaded through each stage.

1

Detect

  • 25-scenario AML / BSA baseline
  • Real-time fraud rail detection
  • OFAC + EU + UK HMT sanctions
  • Benefits-fraud proceeds in deposit accounts
  • Senior Shield / EFE: 19 detectors, 8 scam typologies
  • FinCEN FIN-2022-A002: 15 of 24 red flags covered

TM, sanctions, fraud, benefits-proceeds, and watchlist signals on a BIAN v12 canonical model — real-time, sub-500ms.

OFAC refresh: 4hr5-layer EFE taxonomyCoercion-tells lexiconMule-cluster graph314(b) cross-institution intel
2

Investigate

  • AI triage by typology and score
  • Cross-pillar evidence gathering
  • SAR narrative drafting with cited evidence
  • EFE scam-typology classification
  • Prior-case citations

Cernio Analyst triages the queue, gathers cross-pillar evidence over MCP, and drafts SAR narratives before a human touches the case.

Romance / pig-butcheringGov't impersonationGrandparent imposterTech supportLotteryInvestment / cryptoCaregiver / fiduciary abuseCrypto-ATM steering
3

Decide

  • Configurable HITL tiers (T0-T3) per filing type
  • CTRs: straight-through under institution policy (configurable)
  • SARs: BSA officer review and attestation required
  • EFE SARs hard-pinned to human decision
  • Trusted-contact outreach and step-up verification
  • Safe-disbursement hold (state-specific)
  • FinCEN BSA E-File 2.0 XML — filing-ready, w/ built-in SDTM batch submission (activates at FinCEN enrollment)
  • 15-day and 30-day deadline tracking w/ daily overdue alerts

HITL tiers (T0-T3) set the human gate separately for CTRs and SARs — EFE SARs always require officer attestation.

CTR straight-through: config, no discretion >$10kFinCEN NPRM 2026: deprioritize lower riskTrusted-contact outreachStep-up verificationSafe-disbursement hold (FL, TX statutes)
4

Defend

  • FFIEC exam-prep packs
  • Merkle-anchored audit chain
  • EFE signal chain export for examiners
  • Regulator view mode + PDF
  • NY DFS Part 504 attestations

Exam-prep packs cover risk assessment, scenario inventory, sample cases, AI-decision audit, and training records.

Merkle-anchored, independently provableEFE signal-chain exportFinCEN FIN-2022-A002 coverage in one pull
5

Improve

  • FN weighted 10x FP in eval
  • Per-typology scores published (incl. Senior Shield)
  • Per-release eval harness
  • Independent benchmarking

Eval harness gates every release touching detection logic — false negatives weigh 10x false positives.

Per-typology scores incl. Senior ShieldAnchored to OCC, FFIEC, FATF, FinCEN, NISTPublished every release
WHY CERNIO

Three Reasons Institutions
Choose Cernio

Cernio adds the investigation-to-filing layer your team does manually today and closes the exam gap your incumbents leave open.

Alert to Filing. One Flow.

Picks up where Verafin, Actimize, or Abrigo stop. Carries the case through triage, investigation, SAR/CTR composition, BSA-officer attestation, and FinCEN-schema-validated export. AML, fraud, sanctions, benefits-proceeds, and compliance under one audit chain.

AML / BSAFraudSanctionsBenefitsCompliance

Your VPC. Your Data.

Single-tenant: direct Anthropic API, customer-cloud LLM (Bedrock, Vertex, Azure), or fully sandboxed with no outbound network. Member data never egresses your environment. BYOK to your KMS, SSO to your IDP.

Single-TenantBYOK KMSNo Multi-Tenant SaaS

Defensible to Any Examiner.

Every AI decision, officer action, and record access is Merkle-anchored and logged — EFE SARs are always human-confirmed.

Merkle-Anchored AuditHITL ApprovedExaminer-Ready
CERNIO ANALYST

Agentic, Auditable, and Always On

Triages alerts, gathers evidence over MCP, and drafts narratives including EFE cases. Your BSA officer reviews and approves before anything leaves the building.

Triages the Alert Queue

Ranks every alert by typology and score across all five pillars — P1 structuring surfaces first, P2 fraud triggers automatic Reg E holds.

Drafts SAR and CTR Narratives

Gathers evidence over MCP and composes filing-ready FinCEN BSA E-File 2.0 XML with cited evidence and prior-case citations. Batches submit over FinCEN’s SDTM channel with acknowledgment tracking to the assigned BSA ID.

EFE signal chain: behavioral deviationCoercion-tells lexiconMule-graph linksCTR: straight-through (deterministic)SAR: officer attestation required

Proposes, Escalates, and Documents

Proposes escalate / close / hold with a confidence score and rationale — the BSA officer confirms or rejects every time.

Trusted-contact outreachSafe-disbursement hold (state-specific)Merkle-anchored, versioned
BENEFITS INTEGRITY

Detect Fraud on Benefits Proceeds.

Protect direct-deposit streams for seniors, veterans, and low-income benefit recipients.

Federal benefits are a fixed income stream — and a fraud target. Benefits Integrity applies Senior Shield's alert-to-attested-SAR process to benefit-proceeds typologies.

Vector deposit-routing rerouted before disbursement
Vector SNAP/UI proceeds laundered via mule networks
Vector synthetic identities capture benefits first
Coverage six live detectors, deposit-account scope
Runs in your VPC, on your keys, under your audit chain
Book a 30-minute demoOpen the live demo

cernio.adalma.ai runs on synthetic data only. No member data is used in any demo or evaluation environment.

Scope of v1

v1 analyzes benefits proceeds entering and moving through the deposit account. EBT card transactions are not in scope. The detection window is the deposit account: what comes in, how it moves, and to whom.

Benefits proceeds detection

Six live detectors cover the principal fraud patterns in deposit accounts holding benefits proceeds. Each produces a RuleSignal record that feeds into the case management and scoring engine.

UI fraud laundering

UI benefits arrive, then fan out rapidly to multiple counterparties, the hallmark of mule networks processing fraudulent UI claims. The detector flags the rapid-fan-out shape after a UI ACH credit, correlated against the mule-cluster graph.

NACHA's 2026 risk-based ACH fraud-monitoring requirements apply to all ODFIs. This detector directly supports that obligation for UI-related ACH inflows.

SNAP/EBT trafficking proceeds

SNAP benefits arrive as round-dollar credits, then drain in a pattern inconsistent with grocery spending — trafficking, not household spending. Scope: SNAP credits in the deposit account, not EBT card-level transactions.

Medicaid provider billing anomalies

Medicaid-associated inflows deviate from a peer-cohort billing baseline for similar provider types and geographies. Statistically anomalous billing rates are a primary indicator of provider fraud laundering through deposit accounts.

Cross-program eligibility overlap

A deposit account receives inflows from programs with prohibited simultaneous enrollment, for example UI and PUA in the same period, or SSI alongside ineligible income. The detector flags these cross-program conflicts for compliance review.

Synthetic-identity benefits harvesting

A recently opened account with no history receives benefits inflows, then drains rapidly — the synthetic-identity capture pattern. Signals: account age, no history, rapid drain.

Mule-network recipient overlap

After a benefits inbound, the account sends funds to counterparties with a high fraction of members flagged in the mule-cluster graph. This catches cases where the immediate fan-out is obscured but the eventual counterparty network is identifiable.

Direct-deposit diversion protection

Federal benefit streams (SSA, SSI, SSDI, VA) are a high-value rerouting target — a fraudster reroutes ACH deposit routing before disbursement, and the money never reaches the recipient.

Signal DIRECT_DEPOSIT_ROUTING_CHANGE (ACCOUNT_CONTEXT layer, ADR-0059) — routing change + benefits inbound within 30 days
Enrolled step-up verification + trusted-contact outreach
Unenrolled compliance alert
Covered originators SSA, SSI, SSDI, VA (configurable)
Requires core-banking change-event feed (Fiserv DNA / Jack Henry Symitar), ADR-0073 (cernio.security.v1.DirectDepositRoutingChangeEvent) — without it, mule-overlap and drain detection still cover most high-confidence cases

Benefits red-flags and Senior Shield routing

Benefits fraud hits hardest people with no other income: seniors, veterans, and low-income households. One stolen disbursement can mean missed rent, skipped medication, or hunger.

Any party enrolled in Senior Shield (by age threshold, staff enrollment, member self-request, or risk-trigger) receives escalated treatment for benefits red-flags:

  • Early-warning score for any benefits signal receives an additive bump.
  • Hold-confidence floor is lower: a benefits red-flag on an enrolled senior triggers a hold at a lower score threshold than for non-enrolled accounts.
  • Trusted-contact outreach initiates automatically for any hold affecting an enrolled member with a trusted contact on file.
  • Cernio Analyst generates a case narrative with the benefits signals, the member's enrollment basis, and the recommended intervention.

The VulnerableCustomerAttributes protobuf record (senior_shield_enrolled flag) is the authoritative enrollment gate. When set, every benefits red-flag routes through Senior Shield treatment. A BSA officer reviews every hold before any action is final.

Exam defensibility

Every benefits detection signal maps to a regulatory anchor:

UI fraud laundering
NACHA's 2026 risk-based ACH fraud-monitoring requirements; FinCEN SAR typology for unemployment insurance fraud.
SNAP/EBT trafficking
Known SNAP-trafficking proceeds patterns; BSA SAR obligation for money laundering of government benefits.
Medicaid provider billing
Peer-cohort billing baseline; AML red flags for healthcare proceeds.
Synthetic-identity benefits
FinCEN guidance on synthetic-identity fraud; BSA SAR obligation.
Direct-deposit diversion
FinCEN Advisory FIN-2022-A002 (government impersonation / benefits rerouting); Regulation E unauthorized access provisions (12 CFR Part 1005).

Single-tenant deployment

All detection runs inside your VPC on your keys. No benefits, member, or transaction data leaves your environment. cernio.adalma.ai uses synthetic data only.

DEPLOYMENT & SECURITY

Three Agent Execution Modes.
One Customer VPC.

Single-tenant in your VPC. Your KMS keys. Your network controls. Standard Kubernetes, Helm + ArgoCD. BYOK to your KMS, SSO to your IDP. No multi-tenant production SaaS.

Mode A: Direct Anthropic API

Standard Anthropic API. Lowest barrier to entry, fastest path to production. Suitable for institutions comfortable with cloud LLM calls from within their VPC perimeter.

Mode B: Customer-Cloud LLM

Bedrock, Vertex, or Azure. Your cloud, your model, your compliance posture. No data leaves your cloud boundary.

Mode C: Sandboxed VPC Agent

Fully sandboxed agent inside your VPC, no outbound network. Support reaches you only via MCP tunnels you initiate and audit. Maximum security for the most sensitive environments.

How Cernio Compares

Frequently Asked Questions

How Cernio stacks up against the incumbents and what makes it different.

Cernio — financial-crime compliance

See Cernio work a Senior Shield case — alert to filing-ready.

30 minutes. Working demo on synthetic data. Written deployment plan for your core and KMS posture. No commitment, no multi-tenant SaaS.

Talk to our team

Tell us a little about your team and we'll set up a walkthrough.