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Use cases

Where Clustwino is already at work

Two ways of reading the same thing. Start with the scale of your organisation, which decides how Clustwino is deployed and governed — then look at your industry, which decides what the first use case is about.

By business scale

The same twin, sized to your organisation

Pallets and cartons on racking in a distribution warehouse.
SME

Small & Midsize Enterprises

Typical profile

Up to roughly 250 people, one site or a handful of them.

Smaller companies rarely lack data — they lack the time and the specialists to make anything of it. Clustwino arrives as a finished digital twin: no data-science team to hire, no migration project, and nothing you already run has to be replaced.

What changes at this scale

  • Start on the systems already in use — ERP, spreadsheets, a website — and nothing more
  • Location, catchment and customer questions answered without an in-house analyst
  • Scoped so the first use case pays for itself before the second one is started
A team working together in an open-plan office.
UME

Upper Mid-Market

Typical profile

Roughly 250 to 5,000 people, several sites and business units.

This is the scale at which systems multiply faster than the people who understand them. Every division runs its own tooling and nobody holds a single picture of the business. Clustwino builds that picture on top of what exists, without a consolidation programme in front of it.

What changes at this scale

  • One shared model across divisions, plants and regions — each keeps its own systems
  • Cross-unit analysis that used to need a project becomes a standing view
  • Each use case reuses the last one's foundation, so the second costs far less than the first
Glass office towers seen from street level.
MNC

Multinational Corporations

Typical profile

Global operations across many countries, under strict governance.

At multinational scale the constraint stops being analysis and becomes governance: data residency, retention, and the sheer number of source systems. Clustwino is rolled out as your own sub-platform, so data stays where regulation says it must while the model stays global.

What changes at this scale

  • Your own instance, your own residency and retention rules, region by region
  • A single spatial-temporal standard applied across every country organisation
  • Automated decisioning and AI on connected data, auditable end to end
The empty debating chamber of a parliament building.
PS

Public Sector

Typical profile

Municipalities, federal states, agencies and public utilities.

Public bodies hold the richest spatial data anywhere and the strictest rules on how it may be used. Clustwino works inside those rules — on-premise where that is the requirement — and turns registers, plans and sensor networks into something separate departments can act on together.

What changes at this scale

  • On-premise or sovereign-cloud deployment; data never has to leave the authority
  • Registers, cadastre, development plans and sensor networks read as one connected model
  • Reporting against EU standards, and eligibility for the programmes that expect it
The Earth at night from orbit, city lights across the continents.
S&D

Security & Defence

Typical profile

Security organisations, critical infrastructure operators and defence.

Security and defence need one situational picture assembled from sources that do not trust each other, at a speed decisions can keep up with. Clustwino fuses them into a single time-aware operational view in which every change stays traceable — and reversible.

What changes at this scale

  • One live operational picture from sensors, reports and open sources
  • Every state change is versioned and undoable, so the picture can be rewound to any moment
  • Air-gapped and classified deployment models supported

Not sure which one you are? The starting point is the same in every case: one use case, on the systems you already run.

Use cases

One method. Every industry.

The challenges differ; the underlying problem never does. Information has to be understood, connected and made usable.

The columned facade of a bank in a financial district.A modern retail storefront on a shopping street.Container handling at a freight terminal.High-voltage transmission pylons at sunset.A security operations wall of monitoring screens and cameras.

Insurance & Banking

The challenge

Insurers and banks hold enormous volumes of customer, contract, risk and location data — spread across systems that were never designed to be read together.

What Clustwino changes

Clustwino gives that data a shared spatial and temporal meaning, so exposure, contracts and events are evaluated on one model instead of reconciled across five.

What it unlocks

  • Identify accumulation and exposure risks earlier, at the level of the actual location
  • Faster, better-founded claims management, with the surrounding context already attached
  • Portfolio and regional analysis, plus automated decision-making, on the same foundation

The industry does not decide this. The same methodology carries into completely different fields of application — and each new use case builds on the foundation the first one laid.

Proven solution patterns

What organisations actually build on Clustwino

Three standardised patterns, documented end to end — each reusable across every location, business unit and industry.

Perimeter Analytics

Understand the environment around every business object.

A deterministic perimeter grid replaces GIS buffering. Every location sits at the centre (N0) of configurable neighbour rings (N1–N10), and each cell already carries its ring, distance, compass sector and bearing. No GIS infrastructure, no data migration.

Faster time to insight
50–80%
Faster time to insight
Lower total cost — no GIS platform to run
30–50%
Lower total cost — no GIS platform to run
Consistent enterprise-wide — one spatial reference
100%
Consistent enterprise-wide — one spatial reference
Site selectionCatchment analysisService coverageInfrastructure planning

Flow Analytics

Understand how your business actually moves.

Every transaction — order, delivery, shipment, service call — becomes a spatial-temporal vector in a graph model, aggregated from 10 m operational detail up to continental networks without ever changing the data model.

Better operational visibility
80%+
Better operational visibility
Reduction in transit time
30%+
Reduction in transit time
Lower logistics and transport cost
15–25%
Lower logistics and transport cost
Supply chain visibilityRoute & last mileDemand hotspotsDisruption resilience

Clustwino AI-RAG

Don't retrieve documents. Retrieve enterprise reality.

Ask in plain language and the platform retrieves connected business objects, their relationships and their spatial, temporal and semantic context — then hands the LLM analytic-ready data instead of text fragments.

Faster insight generation
>80%
Faster insight generation
Improvement in answer accuracy
>90%
Improvement in answer accuracy
Reduction in AI hallucinations
>70%
Reduction in AI hallucinations
Executive copilotOperations & supply chainRisk & resilienceFinance & controlling

Open European standards

Built on Open AreaSeals®, Open geoGRIM® and open EU reference standards. ESG, CSRD, supply chain, infrastructure, resilience and authority reporting are part of the data model from the start — not bolted on afterwards.

Funding-ready

Clustwino addresses digitalisation, data rooms, AI & automation, sustainability, resilience, smart region/city and Industry 4.0 — precisely the topics national and European funding programmes support. We help with selection and application.

Deploy on your terms

SaaS on TGB Cloud, on-premise in your own data centre, private cloud, edge or a fully air-gapped enclave — with EU data residency and full sovereignty over your data.

Clustwino is not only a solution for today. The first project also leaves a permanently usable digital backbone: every further use case starts where the last one ended.

Start building your twin today

Subscribe under TGB Cloud and Clustwino rolls out as your own independent sub-platform.

Clustwino Manager is the first plugin — more interaction modules are on the way.

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