AI-Ready RF Data Infrastructure
Data readiness is the primary bottleneck in military AI adoption. SigDrive solves the data wrangling problem. Normalize disparate formats, annotate signals, and export labeled training data for cognitive EW and signal classification.
ML Pipeline Capabilities
From raw recordings to production models, SigDrive accelerates the entire AI lifecycle.
Canonical Data Schema
All ingested data is normalized to a canonical JSONB schema. Eliminate 'data wrangling' time. Your ML pipelines receive consistent, clean inputs.
Annotation & Labeling
ROI annotations serve as ground truth labels. Mark signal types, anomalies, and classifications directly in the spectrogram interface.
Training Data Export
Export labeled segments in standard formats. Generate training datasets for signal classifiers, anomaly detectors, and cognitive EW systems.
Pipeline Integration
REST API access to all metadata and annotations. Integrate SigDrive into your existing ML workflows and CI/CD pipelines.
Data Integrity & Provenance
Immutable audit logs track every modification. SHA-256 checksums ensure data integrity from ingestion through model training.
Feature Store Ready
SigDrive serves as the ideal 'Feature Store' for defense AI initiatives. Curated, labeled, and traceable training data at enterprise scale.
AI/ML Use Cases
Powering the next generation of intelligent spectrum systems.
Cognitive Electronic Warfare
Train AI models that adapt to unknown threats in real-time. SigDrive provides the curated signal library needed for cognitive EW development.
Signal Classification
Build classifiers that identify modulation types, protocols, and emitter signatures. Export labeled examples directly from annotated recordings.
Anomaly Detection
Train models to detect interference, jamming, or unusual spectrum activity. Historical data provides the baseline for anomaly identification.
Project Linchpin Alignment
Support Army AI initiatives with data readiness. SigDrive's architecture aligns with DoD trusted AI pipeline requirements.
Accelerate Your AI Initiatives
See how SigDrive can serve as the data foundation for your ML pipelines.