Sat Lab
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SAT LAB / FIELD 01 2026
[ 01 ] [ CORE · DIGITAL TWIN PLATFORM ]

The operating system for
living infrastructure.

The Sat Lab Digital Twin platform is the foundation every Sat Lab product sits on. It ingests IoT, BIM, GIS, and satellite layers into a single SERIC data model, renders them in real-time 3D, and exposes an API that agents and humans can operate against. Full product page coming in Phase 2.

[ 01 / DATA MODEL ]

Five layers. One coherent twin.

SERIC+ separates the world into semantically orthogonal slices so a span of power line and a city block share the same physics.

LAYER · 01

S

Sense

Raster, vector, LiDAR, IoT, telemetry. Raw observation.

LAYER · 02

E

Entity

Typed geospatial objects — trees, poles, spans, buildings.

LAYER · 03

R

Relation

Graph of how entities connect — grid topology, canopy equity.

LAYER · 04

I

Intent

Policies, work orders, simulations, predictions.

LAYER · 05

C

Composable

Layered views — one twin, many module overlays.

[ 02 / CAPABILITIES ]

What it does. Every day.

CAP · 01

Any sensor in

Sentinel, Planet, Maxar, LiDAR, IoT, BIM, legacy GIS. One ingest contract, infinite feeds.

CAP · 02

Semantic layer stack

SERIC+ keeps raster, entity, and intent orthogonal. Scale from a span to a city.

CAP · 03

Streamed rendering

50M+ entities on hardware a utility control-room already owns.

CAP · 04

Agent-ready API

Every twin operation is a tool call. MCP-compatible manifest on day one.

CAP · 05

Closed-loop action

Work orders, field confirmations, live updates. The twin stays in sync with reality.

CAP · 06

Audit + compliance

NERC FAC-003 trail baked in. Every decision traceable to the pixel it was made from.

[ 03 / STACK ]

Open. Boring where it matters.

Nothing exotic. Every layer is swappable. No vendor lock where a utility has to trust a start-up with its grid model.

STORAGE

PostGISNeo4jS3 · MinIOTimescaleDB

COMPUTE

KafkaAirflowPyTorchXGBoost

RENDERING

CesiumJSUnreal EngineMapLibre GLDeck.gl

API

FastAPIGraphQL · StrawberrygRPCWebSocket

SDK

satlab-dt · CLIPython SDKTS clientAgent manifest

[ 04 / MODULES ]

Two flagships in. More on deck.

MODULE · 01 · SHIPPING

Vegetation
Intelligence

Predict the 5% of any grid corridor where trees will cause the next outage.

Open module →

MODULE · 02 · SHIPPING

Grid Digital
Twin

A streaming 3D twin of the urban grid — terrain, assets, canopy, and risk as composable layers.

Open module →
[ ∞ ]

Want the platform walkthrough?
We bring the slides.

30-minute architecture deep-dive. Reference implementation, the SERIC+ schema, the deployment story, and the live Unreal demo.

Talk to us about the platform Back to home