Digital twins companies, products & suppliers

Living models of a named asset or system bound to live data, not a one-off simulation or a synthetic training world. Jobs: asset twins; live telemetry binding; what-if on the twin.

What are Digital twins?

Living models of a named asset or system bound to live data, not a one-off simulation or a synthetic training world. Jobs: asset twins; live telemetry binding; what-if on the twin.

What problems does it solve?

Operators still cannot see the asset they run except in SCADA and a drawing.

Typical business use cases

  • Asset twins
  • Live telemetry binding
  • What-if on the twin

Important capabilities

  • Named asset
  • Live data
  • Version of the twin

What buyers should evaluate

  • Named asset vs generic sim
  • Data binding
  • Who trusts the twin

Risks and governance considerations

A dashboard labelled 'twin' with no live binding.

Procurement checklist

  • Named asset
  • Live data
  • Owner

Relevant AI Trustmark assurance

AI Trustmark independent findings appear only when an assessment or certificate exists. Category membership does not imply verification.

Methodology · How verification works

Companies and providers

Claimed suppliers appear first so buyers can start with listings the company has taken ownership of. Payment does not buy this order.

  • Amazon Web Services

    Amazon Web Services is Amazon's cloud division selling compute, storage, Bedrock model hosting and related AI infrastructure. Public pages cover regional cloud services for builder

  • Ansys

    Ansys engineering simulation and 3D design software delivers product modeling solutions with unmatched scalability and a comprehensive multiphysics foundation. ANSYS, Inc. trades a

  • Bentley Systems

    Providing architects, engineers, constructors, and owner-operators with comprehensive architecture and engineering solutions for advancing infrastructure. Bentley Systems, Incorpor

  • C3 AI

    C3 AI is an enterprise artificial intelligence software company based nearby in Redwood City, California. C3.ai, Inc. trades as C3 AI, based in Redwood City, United States, at c3.a

  • Dassault Systèmes

    Dassault Systèmes publishes 3DEXPERIENCE as named AI products. Dassault Systèmes is used for Digital twins work. Dassault Systèmes publishes product information at 3ds.com. Dassaul

  • Esri

    Esri’s GIS software is the most powerful mapping & spatial analytics technology available. Learn about Esri’s geospatial mapping software for business and government. Environmental

  • Microsoft

    Microsoft Corporation sells Windows, Azure, Microsoft 365 and Copilot AI products. Public pages cover cloud, productivity and developer APIs used by enterprises and consumers. Micr

  • NVIDIA

    NVIDIA sells GPUs, CUDA software and AI enterprise stacks used for training and inference. Public pages cover data-centre, cloud and on-prem AI compute. NVIDIA publishes NVIDIA cuO

  • Parallel Domain

    Parallel Domain generates photorealistic synthetic data and simulation to train and validate perception systems for autonomous vehicles, robotics, and AI. Parallel Domain publishes

  • Siemens

    Siemens: A global technology leader driving innovation in industry, infrastructure and mobility through digital transformation. Siemens AG trades as Siemens, based in Munich, Germa

  • Velotic

    Velotic is an industrial software company combining Proficy manufacturing execution, Kepware connectivity and ThingWorx industrial IoT. Public pages describe plant data, MES and AI

Products

Claimed products appear first. Ranking packs and payment do not change this list.

Also used in this category

These products have a different primary category so they do not compete for the same ranking queries. They are listed here because buyers still encounter them in this job.

Related categories

Relevant procurement and assurance guides

Frequently asked questions

What is Digital twins?

Living models of a named asset or system bound to live data, not a one-off simulation or a synthetic training world. Jobs: asset twins; live telemetry binding; what-if on the twin.

What should not be listed as Digital twins?

Products whose buyer job is industrial simulation, synthetic environments, or infrastructure modelling as design. Those belong on their own category page so search queries are not split.

Has AI Trustmark independently assessed every Digital twins supplier?

No. A category listing is descriptive. Independent assessment is shown only on company or product pages that carry Trustmark evidence.

What are Digital twins?

Living models of a named asset or system bound to live data, not a one-off simulation or a synthetic training world. Jobs: asset twins; live telemetry binding; what-if on the twin.

What model or provider changes should a buyer insist on being told about?

Material change usually includes a new model family, new region, new subprocessor, new write-capable tool, or a change that affects logging, privacy or human oversight. Those changes should trigger evidence refresh rather than a silent release.

How should buyers verify where AI customer data is processed?

Ask for the named processing locations, cloud regions and any subprocessors that see prompts, files or outputs. A directory listing is not evidence of residency. Independent assessment records the locations that were in scope on the assessment date.

Does a TrustMark on one product cover the rest of the company?

No. Independent assessment is scoped to the named organisation and, where relevant, the named product. Category pages list suppliers as a topic label. They do not imply that every listed company has been assessed.

What incident-handling evidence is useful for AI suppliers?

Buyers should see how AI-specific failures are detected, contained and notified — including unsafe outputs, data leakage and unauthorised agent actions. An incident policy that never mentions models, prompts or tools is incomplete for this class of product.