System topology
SAFER runs as a horizontally scalable microservice stack on Kubernetes, deployable as managed SaaS, private VPC or on-premise.
Frontend & Console
Analyst console, investigator workspace and admin policy editor.
React 19Next.js / TanStack StartTailwind CSSRecharts
API Gateway
Authentication, mTLS termination, per-tenant rate limiting and signed payload validation.
Kong / EnvoyOAuth 2.1mTLS
AI Analysis Engine
Real-time scoring service combining deterministic rules and ML behavioral models.
FastAPIPython 3.12Scikit-learnPyTorch
Graph Intelligence
Fraud network store mapping accounts, devices, merchants and shared identifiers.
Neo4jApache AGERedis
Monitoring & Streaming
Event ingestion, real-time aggregation and alert routing.
KafkaPrometheusOpenTelemetry
Compliance Layer
Audit logging, RBAC, tokenization vault and regulator reporting pipelines.
VaultPostgresS3 (WORM)Docker
Latency
<120ms
p95 scoring latency at 5k tx/sec
Throughput
50k tx/s
horizontal scale per region
Availability
99.95%
multi-AZ active/active topology