AI That Deploys to Real Systems
We integrate AI/ML into existing platforms - drones, radar, robotics, edge devices - so you field new capability without replacing proven hardware.
Deploy new intelligence without replacing proven hardware.
Selected Collaborations
AI Built for the Physical World
Most AI stays in the cloud. Ours runs on edge hardware, in contested or offline environments, where physics matters and failure is not an option.
Edge-Native AI/ML
Models optimized for constrained compute, sparse data, and mission-critical explainability. Built to run where cloud can't reach.
Robotics Integration
AI that integrates with existing platforms—drones, ground vehicles, sensors—adding autonomy and intelligence without replacing proven hardware.
Physics-Informed AI
ML models that encode physical laws—for radar, sensing, and simulation problems where pure data-driven approaches fail.
Where They Intersect
The hardest problems live at the intersections. Hover over the diagram to see the kinds of challenges we solve that single-discipline teams can't.
Deploy AI on What You Already Operate
Our AI integrates with existing platforms. No hardware replacement, no fleet retraining - just new intelligence on proven systems.
Faster to Field
Avoid the hardware replacement cycle. We deliver new capabilities on existing platforms in months.
Lower Risk
Proven hardware plus validated AI. Reduce platform risk and avoid stranded investments when requirements shift.
Battle-Tested Twice
Defense deployments harden systems under operational stress. Commercial deployments force scale. You get both.
How We Engage
A focused, three-phase process from assessment to fielding.
Platform and Mission Assessment
Evaluate sensors, compute, data, and constraints. We align success criteria and map the integration plan.
Prototype and Integration
Build the initial model and integration layer, then validate performance on representative data and hardware.
Field Validation and Handoff
Test in operational conditions, harden for deployment, and hand off with documentation and support.
FORGE Post-Training Services
Mission-ready AI customization for defense and enterprise. We fine-tune, align, distill, and deploy open-source LLMs where others cannot.
training data
ready workflows
faster inference
Deployed. Measured. Proven.
Real systems in real environments with real metrics. Here's what we've delivered.
IRIS: Intelligent Recognition System
AI system achieving 55% improved detection in low-light/sparse-data environments with 10x less training data required.
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Predictive Maintenance Platform
Reduced unscheduled downtime by 30% for a major manufacturer, saving over $10 million annually.
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SATWATCH: Space Surveillance
AI platform achieving 95% accuracy in satellite maneuver detection for enhanced space situational awareness.
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AI-Enhanced Radar Detection
Increased target detection probability by 20-40% on existing radar hardware using advanced AI signal processing.
View Case StudyReady to deploy AI on real systems?
Tell us about your mission. We'll build the system that ships.