# AI for Space Domain Anomaly Detection & Characterization

Agatha identifies unexpected behavior in satellite operations — from uncoordinated maneuvers to patterns of life that may indicate emerging risks or system degradation. Its models are trained across historical and near–real-time data, enabling robust analysis and transparent insights.

## Key Features

- **Outlier Detection at Scale**  
Detects emerging anomalies in satellite behavior through daily processing, offering early indicators before events may impact operations or mission objectives.

- **Pattern of Life Modeling**  
Builds evolving behavioral baselines for individual satellites or fleets, surfacing anomalies across space operations.

- **Explainable AI Insights**  
Alerts include contributing factors and transparency around model scoring, enabling more confident decision-making.

- **Modular Data Fusion**  
Fuses orbital and contextual data from Space-Track, the SGSN, and Seradata, with a scalable architecture designed to incorporate additional sensor phenomenologies, including radar, RF, and GNSS data.

- **Mission-Agnostic Deployment**  
Adaptable across defense, research, commercial, and regulatory missions with interoperable interfaces and API access.

## Example Use Cases

### Intelligence Analysts  
Monitor high-interest satellites, detect behavioral shifts, and explain patterns that may indicate emerging risks or operational changes.

### Fleet Operators  
Identify anomalies across your fleet early, and analyze unexpected maneuvers or outages for validation and context.

### Mission Assurance Teams
Correlate detected anomalies with telemetry to help assess potential hardware, software, or signal-interference causes.

### Policy & Watch Centers  
Track behavioral changes that may reflect geopolitical activity, coordinated maneuvers, or low-visibility operations, supported by pattern-of-life context.

### Developers & Data Scientists
Ingest anomaly alerts and scores via API into analytics workflows, dashboards, or ML pipelines.

## Featured Capabilities

### Seradata
The industry’s trusted source for satellite, launch, and space event intelligence. With a continuously updated catalog and deep historical archive, it’s the go-to reference for insurers, operators, and analysts worldwide.

### Developer Docs
Centralized documentation hub for APIs and future MCP server integrations supporting Slingshot’s ecosystem. Built for engineers, integrators, and researchers building with Slingshot data.