Observe
Start with authorized observations.
Existing recordings and supported camera feeds provide the raw material. Coverage, resolution, lighting, and camera geometry determine what can be measured.
THE PLATFORM
A reusable system for understanding physical infrastructure—with the context that makes each site different.
SYSTEM ARCHITECTURE
Recordings & supported feeds
Objects, tracks & trajectories
Zones & scene relationships
Events & defined measurements
State, history & evidence
Existing recordings and supported camera feeds provide the raw material. Coverage, resolution, lighting, and camera geometry determine what can be measured.
Detection and classification describe objects. Tracking links observations into trajectories, so movement can be measured rather than inferred from isolated frames.
Zones, geometry, and relationships define the site. Operational definitions determine what counts as an arrival, a turn, an occupied zone, or a stopped vehicle.
Counts, occupancy, dwell time, and events depend on an agreed scope. Measurements should carry their time interval and the configuration that gave them meaning.
The platform is being designed to retain timestamped observations and historical state so equivalent periods can be compared with consistent definitions.
The system is designed to connect results to contributing observations, timestamps, configuration, and supporting imagery or video where permitted.
People use reports and visualizations. Planned structured interfaces will expose measurements, events, state, and evidence references to software and agents.
THE SITE MODEL
A traffic intersection has approaches and turning movements. A beach might have shoreline zones and access points. The same schema should not be imposed on both.
A site model defines the concepts and relationships that matter. In technical terms, this is an ontology: reusable core concepts, a domain model, and extensions for the actual place.
Measurement · Time · Evidence
Approaches · Crosswalks · Turning movements
South Approach · Crosswalk A
Left-turn lane · East Exit
STRUCTURED ACCESS / PLATFORM DIRECTION
We are designing structured access to the same observations that support human review. Proposed tools include get_site_state, get_measurements, list_events, and get_evidence.
Interfaces such as MCP could make these tools accessible to AI agents. Conventional software can use the same underlying data.
{
"site": "intersection_14",
"measurement": "turning_movement_count",
"interval": {
"start": "08:00",
"end": "08:15"
},
"movement": {
"from": "south_approach",
"to": "east_exit"
},
"evidence_ref": "observation_set_id"
}Illustrative structure. No measured result is represented.
CONTROLLED SITE ADAPTATION
Lighting, weather, camera position, object appearance, and geometry vary. So do the operational definitions that make a measurement useful.
We can configure scene logic and, where necessary, develop or adapt vision models for the conditions and objects that matter. Changes must be validated for the deployment. Automated adaptation remains a platform direction.
START WITH YOUR SITE
Tell us about the place, the footage, and the question you need to answer. We’ll work with you to assess what’s possible.
Apply for a Traffic Pilot