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Wherobots

Spatial compute for fleet observability

Aspen is powered under the hood by Wherobots, the distributed spatial compute platform. Wherobots helps us catch patterns generic fleet systems miss across engine, GPS, sensor, and perception data.

Aspen · Validations · Road segments
Aspen validations view comparing object detections on a road segment against its baseline

Why it matters

Bad telemetry turns into bad decisions

Modern fleets generate high-volume telemetry from vehicles, devices, cameras, and onboard systems. A single GPS ping, fuel reading, or model output can look harmless alone, but become meaningful when compared against the road segment, vehicle history, and surrounding events.

Location validity

GPS teleportation, impossible coordinates, distance-to-road violations, and drift away from drivable surfaces.

Signal integrity

Coordinate freezes, dead-zone signal loss, out-of-order timestamps, and hung trackers repeating identical points.

Operational behavior

Idle outliers, dwell-time anomalies, route deviations, and underutilization patterns tied to real geography.

Sensor envelopes

Fuel, coolant, oil temperature, tire pressure, EV state of charge, and signal strength checked by route segment.

Built together

Action Engine and Wherobots close the spatial blind spot

Legacy fleet tools apply global thresholds and treat pings in isolation. Aspen uses Wherobots to make spatial context a first-class signal, so the system can understand what is normal for a vehicle on a specific route segment.

The result is cleaner fleet history, more accurate anomaly detection, and earlier action on fuel drift, brake-system changes, GPS faults, sensor decay, and physical AI perception regressions.

How Aspen runs

Historical depth and live fleet signals

01

Historical scans

Process years of stored telemetry to label bad records, find systematic anomalies, and create a cleaner baseline for analytics, forecasting, and machine learning.

02

Near-real-time monitoring

Analyze streaming telemetry within minutes so operations teams can act before a small pattern becomes a costly incident.

03

Custom rules

Extend Aspen's rule library around your operating model, device classes, route network, and maintenance priorities.