Decision Superiority Platform

OSINT Fusion & Probabilistic Forecasting for Decision Superiority

AI-powered decision support module delivering calibrated conflict forecasts, automated scene-setting, and natural language operational queries — designed to integrate into NATO's digital warfighting platforms and support multi-domain operations.

An overview of the operational challenge Logicon addresses, how it augments the COP, the five DIANA Exemplar Effects it delivers, and current calibration performance.

The Operational Challenge

Static Plans in Dynamic Environments

The operational planning process is constrained by linear workflows and data that does not update dynamically. When real-world events unfold differently from initial assumptions, static plans lose relevance across tactical, operational, and strategic echelons.

Unstructured Data, No Synthesis

Analysts face thousands of signals daily — conflict events, Intelligence, Surveillance and Reconnaissance (ISR) feeds, sanctions lists, OSINT, macro indicators. No single operator can fuse these multi-domain data streams into actionable intelligence at the speed required for situational understanding.

Opaque Assessments Without Calibration

Most forecasting tools produce scores without explanation or accountability. Without calibration metrics and audit trails, there is no systematic way to conduct operations assessment, measure whether predictions improve, or incorporate lessons learned.

How Logicon Augments the Common Operating Picture (COP)

1

Multi-Source Intelligence Fusion

Conflict events (ACLED, UCDP), news intelligence (GDELT), sanctions (OpenSanctions), macro indicators (FRED), governance indices (V-Dem, WGI) — unified into 32-feature operational vectors per region, per time step (18 base features expanded with temporal derivatives and interaction terms). Fuses heterogeneous OSINT into a coherent situational awareness layer for the COP.

2

Calibrated Probabilistic Forecasting

Every prediction includes calibrated probability P, confidence interval [CI_low, CI_high], time horizon, and ranked key drivers. Isotonic calibration ensures when Logicon says P=0.35, roughly 35% of such predictions resolve positively.

3

Self-Learning with Drift Detection

7-stage autonomous pipeline: backfill → retrain → isotonic calibration → walk-forward validation → Monte Carlo fitness → Page-Hinkley drift detection → atomic weight activation. No manual retraining required.

Exemplar Effects Addressed

Probabilistic Modelling & Optimisation (Effect #3)

Three-model ensemble (logistic regression, decision stump forest, gradient boosted trees) with isotonic calibration explores complex operational dynamics through probabilistic forecasting and Monte Carlo simulation.

Automated Scene-Setting (Effect #5)

Auto-generates intelligence briefings per region: current situation compiled from OSINT, top drivers from feature vector, 30/90-day trends, and base/upside/downside scenarios with probabilities.

Operational Planning Support (Effect #6)

Calibrated forecasts feed directly into the operational planning process — supporting Intelligence Preparation of the Battlespace (IPB), Course of Action (COA) development, operations assessment, and lessons learned. Full audit trail enables systematic post-operation review and doctrine refinement.

Natural Language Interface (Effect #9)

Operators query the system in plain English: "What is the escalation probability for NATO's Eastern Flank in the next 30 days?" AI-powered responses with source attribution and confidence levels.

Open-Source Data Integration (Effect #10)

Six authoritative OSINT sources spanning conflict events, media intelligence, sanctions, macro-economics, and governance — enriching situational awareness and situational understanding across the COP for multi-domain operations.

Live Calibration

0.106
Brier Score
Lower is better
0.360
Log Loss
Cross-entropy
0.95
AUC-ROC (pooled)
Cross-region discrimination
480
Scored Predictions
Calibration sample size

Data Sources

ACLEDUCDPGDELTFREDOpenSanctionsV-DemWGIWorld Bank

Designed for Integration with MSS NATO

Logicon is built as an API-first microservice, ready to augment existing AI-enabled digital warfighting platforms at Allied Command Operations (ACO) and JFC level. RESTful endpoints deliver probabilistic forecasts, pattern-of-life deviation alerts, scenario analysis, and intelligence briefings in JSON and GeoJSON formats — enabling decision superiority across the planning cycle.

View Integration Architecture →