Use Case · Asset Modeling & Twins

Build digital twins of assets and processes — once. Reuse everywhere.

Modeling assets, sites, and process hierarchies with real-time state, history, and relationships typically needs a custom graph or asset framework on top of cloud primitives. Flex83 ships it — define your asset model once, and every downstream workload speaks the same language.

The Problem

Every team rebuilds the asset model. None of them stay in sync.

The PdM team has an asset tree. The dashboard team has a different one. The ML team has a third. Without a platform-level twin, every workload reinvents the model — and they drift apart the moment a sensor moves.

3+ models

Same assets, different representations

Most industrial software stacks end up with separate asset models for monitoring, analytics, and AI. Each is brittle. None agree on what an asset is.

Flex83 platform assessment

Custom graph

Or no graph at all

Teams either roll a Neo4j or assume a flat table. Both break when the asset hierarchy gets six levels deep, with cross-references and lifecycle events.

OEM customer interviews

Drift

Reality and the twin disagree

A sensor moves. A pump is replaced. A line is reconfigured. Without platform-managed lifecycle, the twin diverges from the real plant within weeks.

Industrial DataOps community feedback
The Platform Solution

One canonical model — every workload reads from it.

Flex83 ships FlexIoT Hub as the canonical asset and twin layer. Define asset types, model hierarchies, declare relationships, attach lifecycle events. Stream telemetry binds automatically. AI, dashboards, batch analytics, and customer APIs all consume from the same twin.

Your team models the plant. Flex83 keeps every workload in sync with it.

FlexIoT Hub

Canonical asset registry with identity, lifecycle, and metadata.

Asset Types

Templates for pumps, motors, lines — instantiate, don’t re-model.

Real-time State

Live properties bound to streaming telemetry — queryable in milliseconds.

Graph Query

Traverse hierarchy: site → line → machine → sensor in one query.

Simulation

What-if scenarios against historical state for capacity and PdM planning.

Twin API

REST and streaming APIs to read state, history, and write commands.

How it works

From asset definition to live twin — one model serves everything.

A reference architecture for shipping digital twins on Flex83.

1
Define Types

Create reusable asset templates for pumps, motors, lines.

2
Instantiate

Build the site hierarchy from templates — no per-asset code.

3
Bind Telemetry

Map streaming data to twin properties via schema registry.

4
Enrich

Add maintenance events, work orders, and lifecycle states.

5
Consume

Dashboards, ML, batch, and APIs query one canonical twin.

What You Can Ship

Turn the hardware sale into a forever relationship.

Three things that change when the marketplace ships as platform capability.

Define the asset once, ship it everywhere

PdM, dashboards, AI assistants, batch analytics — all consume the same twin. Move a sensor; every workload updates.

Scale to multi-site without re-modeling

Asset templates instantiate across sites. Adding a new plant means cloning the type, not designing a new system.

Run simulations against live state

Replay historical state, run what-if scenarios, validate models — against the same twin that runs production.

Proven At Scale

Compliance-grade governance, in production.

83M+

Assets modeled across multi-site Flex83 deployments

One model

Read by PdM, ML, dashboards, and customer APIs

Real-time

Property updates bound to streaming telemetry

Templates

Asset types reusable across sites, tenants, and product lines

Stop maintaining three asset models. Start trusting one.

Talk to a Flex83 platform expert about your asset modeling roadmap. We’ll walk through your hierarchy, the twin layer, and how every downstream workload starts speaking the same language.