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Platform / Data

Every signal, one place.

Data is the unified telemetry layer. Every PhyOS device and every peripheral, first or third party, streams normalized telemetry into one pipeline. Real-time dashboards, historical queries, alerting rules. No separate analytics vendor. No data stitching.

What You Get

Unified telemetry

Every PhyOS device and every peripheral, first or third party, reports through the same descriptor-defined schema. Heterogeneous hardware, one normalized stream.

Signal ingestion

Every edge device in your fleet feeds data into one pipeline. No integration work required.

Real-time dashboards

See what is happening right now, across every location. Live updates as signals arrive.

Historical analytics

ClickHouse-powered queries across your entire signal history. Fast, even at billions of rows.

Alerting rules

Set thresholds, get notified. Temperature too high, device offline, foot traffic spike. Simple.

Data export

Scheduled reports and API access. Export your data wherever you need it.

From telemetry to MLOps

Your fleet is a training set.

Unified telemetry is more than dashboards. Every interaction your devices and peripherals have with the physical world becomes a labeled, real-world data point in one corpus. That corpus is the foundation for the model lifecycle, built on data you already generate.

Collect

Normalized telemetry from every device and peripheral lands in one place, continuously, across every location.

Train and evaluate

Build models against real deployment data, not simulations. Evaluate against the conditions your fleet actually sees.

Deploy and observe

Ship models back to the edge through the runtime, then watch how they perform and feed the results back in.

Stop stitching together analytics tools.

One pipeline for every signal from every device. Dashboards, queries, and alerts included.