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Architecture

One adjudication engine, embedded into existing anti-fraud paths

Click any node in the diagram: related links light up and flow, and the info panel shows the module’s role, inputs, outputs, and connections. Everything is organized around one core decision model.

System architecture

System architecture

The full chain from data sources to business systems — not a new system, but an adjudication engine that embeds into existing platforms.

Click any node for module details; highlighted links show the related data flow.Data sourcesAuthorized & public dataIngest & processingNormalize · rules · entitiesDecision modelparallel questionsRisk outputFusion · class · evidenceApplication servicesBatch · API · gateway · deviceBusiness systemsPlatforms · alerts · workbench
IM groups & messages
SMS stream
Calls & behavior
Web pages
App samples
Carrier-side authorized data
Normalization
Rules & IOC extraction
Entity extraction & context
JianCe decision modelJIAN-CE · 7 questions in parallel
Fusion gate
Risk class & disposition
Evidence pack
Batch run service
Intelligence API
Gateway service
On-device SDK
Intelligence platform
SMS anti-fraud platform
Alert app
Analyst workbench

Click any node for module details; highlighted links show the related data flow.

Multi-scenario access

One decision capability, many scenario entries

Switch scenarios to see how input types, task logic, decision outputs, and business systems organize around the same core model.

The core model stays fixed; inputs, question sets, outputs, and systems switch with the scenario.

Input types

  • Group names
  • In-group messages
  • Member behavior

Task logic (question set)

TG seven questions: black/gray main judgment, money channel, gambling, underground services, domain classification, priority, review.

JianCe decision model

One call answers structured questions in parallel · millisecond probability and dispositions

Decision outputs

  • Group profiles
  • Domain distribution
  • IOC entities
  • Disposition lists

Business systems

Intelligence platformBatch run service

Cross-scenario synergy

One entity graph, six linked channels

A single-scenario model is a point; the entity graph and orchestration hub form the plane — the same fraud family leaves the same entities across channels.

  1. L1 Data ingestionIM / SMS / voice / web / app / carrier-side authorized data, uniformly ingested.
  2. L2 Entity graphSix entity groups (targets, victims, operations, infrastructure, evidence, judgments) and eight relation types.
  3. L3 OrchestrationSOAR playbooks and target scheduling: cross-system disposition orchestration.
  4. L4 IntelligenceFeature factory, family association, AI research — the decision model is the judgment core within.
  5. L5 OperationsResearch workbench, family graph, and forensic workbench delivered to analysts.

Three closed loops

Domain discovery loop

Fraud domains → linked resolution / certs / IPs → new-domain expansion → feeds monitoring.

App proactive discovery loop

25 entry classes crawled → dynamic analysis → command domains → sibling APK association.

Traffic-driven expansion loop

Authorized traffic observation → suspicious behavior → family expansion → disposition feedback.

Parts of the platform are delivered (data ingestion, entity graph, web/app analysis); orchestration and operations layers are under continued construction.

Deployment architecture

Four deployment forms, one data-boundary spectrum

Choose the form by the customer’s data boundary and disposition authority — the same model, from cloud to device.

Cloud API

Real batch run

SaaS and batch runs; de-identified upload, suited to intelligence subscription and light integration.

On-premise

Capability ready

Carrier / bank / police intranets; data never leaves the domain, meeting strict compliance boundaries.

On-device inference

Pilot validation

Phone call and behavior alerts; content never leaves the device, <50ms per line.

Gateway embedding

Pilot validation

Inline at SMS/traffic entry; mostly metadata with fail-open availability.

Engineering guardrails

fail-open: model failure never blocks businessshadow mode: verify on mirrored traffic firstStaged rollout with circuit breakersAppealable, reversible, fully audited