Clustering, risk scoring, and case management—compliance teams tracing flows without losing the chain of reasoning.

See risk across chains—screening and investigations that hold up under scrutiny

We ingest address labels, exchange deposit tags, and sanctions lists into a unified graph—analysts pivot from alert to counterparty without re-querying five tools. Risk models blend heuristics and vendor signals; every score ties to explainable factors your model risk process can review. Case files preserve timeline, attachments, and disposition—SAR handoffs export structured narratives, not ad hoc spreadsheets.

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Blockchain Analytics & Crypto AML Platform Development

01 // THE MANDATE

Clustering, risk scoring, and case management—compliance teams tracing flows without losing the chain of reasoning.

We ingest address labels, exchange deposit tags, and sanctions lists into a unified graph—analysts pivot from alert to counterparty without re-querying five tools. Risk models blend heuristics and vendor signals; every score ties to explainable factors your model risk process can review.

Case files preserve timeline, attachments, and disposition—SAR handoffs export structured narratives, not ad hoc spreadsheets.

02 // ENGINEERING

Development process

Structured phases—from discovery to launch—with clear ownership and handoff points.

Risk appetite (weeks 1–4)

Scenarios, thresholds, escalation map, vendor selection.

MVP (weeks 4–14)

Screening API, analyst UI, case export.

Tuning (weeks 12–20)

Backtesting; false positive reduction; SAR dry run.

Production (weeks 18–26)

Live traffic; monitoring dashboards.

Operate (ongoing)

Model updates; new chains; regulator feedback.

03 // CAPABILITIES

Core Capability Matrix

The building blocks of your solution

Screening

deposit/withdraw checks; batch uploads.

Graph

hop analysis; path notes; saved views.

Risk

configurable rules; thresholds; peer benchmarks optional.

Lists

sanctions; PEP optional; custom blocklists.

Alerts

queues; SLA timers; assignment.

Cases

evidence; decisions; regulatory export optional.

API

synchronous screening; webhooks.

Reporting

KPIs; alert aging; false-positive reviews.

Data

chain indexers; label vendor feeds optional.

Audit

immutable action log; role segregation.

04 // DELIVERY LIFECYCLE

The strategic roadmap

Milestones and checkpoints—each phase has a clear outcome before the next begins.

Milestone 01Delivery

Weeks 1–4: Rule book v1.

Milestone 02Delivery

Weeks 5–12: Shadow mode on historical alerts.

Milestone 03Delivery

Weeks 13–20: Analyst pilot program.

Milestone 04Delivery

Weeks 21–26: Full production with SLAs.

Milestone 05Delivery

Ongoing: Quarterly model review; new typologies.

05 // PRODUCT SCOPING

Choosing your path

Two engagement models—start lean and iterate, or commit to a full platform build from day one.

MVP

Speed & essentialism

Phase 1
MVP: address screening, case workspace, graph explorer lite, CSV export, role-based access, audit log. Excludes full on-chain forensics suite and multi-tenant MSP mode. Proves analyst workflow before ML depth.
Recommended

Full product

Enterprise maturity

All-in
Enterprise crypto compliance: multi-chain coverage, ML risk tiers with governance, travel-rule case linking, regulator-specific report packs, API-first for exchanges.

06 // PARTNERSHIP

Why work together

A single accountable partner across strategy, build, and go-live—not a revolving door of vendors.

John Hambardzumian
Direct collaboration

End-to-end ownership: discovery, architecture, implementation, and launch—with clear communication and production-grade engineering.

  • Discovery & alignment
  • Systems that scale
  • Implementation depth
  • Clear comms

07 // CLARITY

Frequently asked

Case objects can link to counterparty VASP messages when your messaging network integrates.

Ready to start?

Tell me about your product goals and timeline—I'll respond with a clear path forward.