API-first design for seamless integration with MSS NATO and Allied digital warfighting platforms
End-to-end data flow from multi-source OSINT ingestion to COP integration — enabling decision superiority across tactical, operational, and strategic echelons
┌─────────────────────────────────────────────────────────┐
│ OSINT DATA SOURCES │
│ ACLED · UCDP · GDELT · FRED · OpenSanctions · V-Dem │
└──────────────────────┬──────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ LOGICON ENGINE │
│ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ Data │ │ Ensemble │ │Isotonic │ │
│ │ Fusion │→ │ ML │→ │Calibrate │ │
│ │ Pipeline │ │ Pipeline │ │ (PAV) │ │
│ └──────────┘ └──────────┘ └──────────┘ │
│ │
│ ┌──────────────────────────────────────────┐ │
│ │ Self-Learning Pipeline │ │
│ │ Backfill → Train → WF → MC → Drift → ✓ │ │
│ └──────────────────────────────────────────┘ │
└──────────────────────┬──────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ REST API LAYER │
│ │
│ /forecasts /scenarios /anomalies /briefings │
│ /risk-assessment /calibration /audit /query │
└──────────────────────┬──────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────┐
│ MSS NATO / COP INTEGRATION LAYER │
│ │
│ JSON/GeoJSON → Geospatial overlay on COP │
│ Pattern-of-life alerts → Decision superiority workflows│
│ NLP queries → Commander situational understanding │
│ ACO / JFC / Tactical Component Command echelons │
└─────────────────────────────────────────────────────────┘RESTful endpoints for forecast retrieval, scenario analysis, and operational queries — supporting the full planning cycle
/api/v1/forecastsActive probabilistic forecasts with P, CI, horizon, drivers
/api/v1/forecasts/:regionRegion-specific forecast with full feature vector
/api/v1/scenarios/what-ifModify parameters, get updated probability estimates
/api/v1/anomaliesPattern-of-life deviation alerts from OSINT streams — flags grey-zone activities and emerging threats
/api/v1/threat-assessment/:country5-axis threat assessment per country with situational understanding overlay
/api/v1/calibrationLive calibration metrics (Brier, log loss, AUC)
/api/v1/audit/:idComplete prediction audit trail
/api/v1/briefing/generateAuto-generated intelligence briefing per region
/api/v1/queryNatural language operational query
Multiple output formats for different integration targets
Standard structured output for all endpoints
Geospatially referenced forecasts for Common Operating Picture (COP) overlay
Human-readable briefings and query responses
Enterprise-grade deployment for classified and unclassified environments — from SHAPE to forward-deployed Joint Force Commands
Containerised (Docker), deployable on AWS GovCloud, Azure Government, or NATO cloud infrastructure.
TLS 1.3 encryption in transit, AES-256 at rest. API key + HMAC authentication. Full audit logging. CSP, HSTS, X-Frame-Options headers. No data exfiltration.
Stateless API design allows horizontal scaling. Per-region forecast computation is independent and parallelisable.
RESTful API with OpenAPI 3.0 specification. Standard HTTP methods. JSON responses. No proprietary protocols or formats. Designed for integration at Allied Command Operations (ACO), Joint Force Command, and Tactical Component Command levels.
Learn more about how Logicon works: