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Frin by Frugal Intelligence

Operations generate data. Your systems make it noise. Frin makes it intelligence.

A living digital twin of your operation. Every tool and every AI agent reads the same live picture.

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The industry has many names. Frin is all of them.

  • Operational Intelligence
  • Semantic Layer
  • Ontology Platform
  • Dynamic Knowledge Graph
  • Living Digital Twin

The problem

Fragmented systems. Missing knowledge.
Compounding costs.

  • Value is trapped in silos.

    Each system locks its data in its own format. The answers that move the business live between them — out of reach.

  • Costs grow. Value doesn't.

    Infrastructure, licences and people are paid per silo. Past work doesn't compound — year three costs three times year one.

  • Your AI agents are guessing.

    Plugged into disconnected systems, they answer from half a picture. AI needs grounded context across all of them — and nothing provides it today.

The solution

A living digital twin of your operation.

A live, queryable model of your operation — what exists, where it is, how it connects, how it's changing. Every tool and every AI agent reads the same one.

  • How things connect.

    Every system holds a piece — a machine, a customer, a shipment. Connected, you see the whole. Disconnected, you find out too late.

    Act on now, not on last week's dashboard.

  • Where it happens.

    A reading is just a number. Three meters from a worker, an evacuation. Three kilometres, a notification. Where it happens is the decision.

    No GIS team. No map stitching. One query resolves the scene.

  • When — past, present, future.

    A spike now. A drift last month. A breakdown next week. Past, present, future in one query — you fix it before it breaks.

    Grounded answers, not guesses.

Frin connects every system you already run and keeps them in sync, so your people and your AI agents act on one current picture instead of chasing fragments across proprietary tools.

How it works

Three steps. That's it.

  1. Ingest

    Systems stay. SCADA, CRM, ERP, IoT, spreadsheets — nothing gets ripped out. One translator per system, written once.

  2. Contextualize

    The graph builds itself. Every asset, relationship, event, location, and history — continuously current, queryable in real time.

  3. Act

    Dashboards pull on demand. Agents subscribe to what they care about. Predictions and decisions feed back in — the graph compounds.

Where Frin works

Every operation has a shape.
Frin fits yours.

  • Customer Ops

    Know your customers better — attract, retain, serve at lower cost.

  • Smart Cities & Buildings

    Better services to residents, at a fraction of the cost.

  • Manufacturing

    Keep lines running. Protect every batch.

  • Energy & Utilities

    Stabilise the grid. Stay inside compliance.

  • Transport & Logistics

    Move more, on time, with fewer people.

  • Healthcare & Life Sciences

    Every clinician, the full patient story.

  • Physical AI & Robotics

    Robots aligned with the real world.

  • Public Sector & Sovereign

    Break silos, not sovereignty.

  • Retail & E-commerce

    One truth across store, warehouse, and checkout.

See it in action

Request a demo.

Tell us about your operation — we'll show you how Frin could fit.