Reasoning that serves operations, in forms teams can explain
The Orion technology direction is not about showcasing ever-larger models. It is about making explainable alerts, fast retrieval, and coexistence with incumbent systems viable in the field.
Multimodal reasoning, lightweight VLM strategy, real-time pipelines, and plugin-style integration are shaped around public-sector and enterprise constraints.
Real-time processing with ultra-fast retrieval
Wide-area command environments live or die by latency and retrieval speed. Orion is designed around keeping streams operationally searchable.
- Streaming-first processing
- Fast retrieval for route and segment search
- Scale-up architecture from 100 to 1,000+ channels
Inference that fits realistic infrastructure
A practical operating target matters more than a lab-only benchmark. Orion aims for a balanced approach to lightweight inference and operational stability.
- Right-sized compute planning
- Zero-shot oriented adoption path
- Monitoring and quality controls for 24/7 operations
Reasoning over scenes and operational context together
What matters is not only what happened in the frame, but why it matters and what the next step should be.
- Context-aware interpretation
- Description-first outputs
- Evidence and traceability as part of the result
An architecture that respects incumbent infrastructure
In public-sector and enterprise environments, coexistence matters more than replacement. Orion is designed around plugins and integration modules first.
- Coexist, then expand
- Defined integration points
- On-prem friendly deployment options
Help people make faster judgment calls
An alert is only useful if it helps a person prioritize and act. Orion aims to include the summary, context, and workflow linkage needed to do that.
- Summarize what was observed in one operational sentence
- Provide the time, segment, and contextual clues needed for review
- Connect the alert to ticketing, action, and reporting steps
Start with a technical review aligned to your environment
Share your deployment, security, and infrastructure constraints and we can identify the right technical combination together.