AI TrustMark

Simulation companies, products & suppliers

Software that models queues, throughput and markets so operators can try a change without touching production. Jobs: queueing and throughput trials; synthetic counterparties in markets; what-if on operational flow.

What is Simulation?

Software that models queues, throughput and markets so operators can try a change without touching production. Jobs: queueing and throughput trials; synthetic counterparties in markets; what-if on operational flow.

What problems does it solve?

Teams cannot rehearse a process without touching production.

Typical business use cases

  • Queueing and throughput trials
  • Synthetic counterparties in markets
  • What-if on operational flow

Important capabilities

  • Process model
  • Run batches
  • Fit to historical throughput

What buyers should evaluate

  • Fit to history
  • Whether it binds to a named asset
  • Who accepts a run as a plan

Risks and governance considerations

A rehearsal used as proof with no fit to historical throughput.

Procurement checklist

  • Historical fit
  • Named asset or not
  • Plan 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

Products and providers

Open a product profile for its catalogue details, or use the provider link for the company profile. Claimed listings appear first, then by name. Payment never changes the order.

  • ABB RobotStudio

    By ABB

    ABB RobotStudio Suite is ABB's offline programming and simulation software for robotic applications. It runs ABB's virtual controller, so simulated robot motion matches real-world

  • Ansys GeomAI

    By Ansys

    Ansys GeomAI, now part of Synopsys, is an AI design exploration platform that helps engineers and designers generate and explore new geometric design ideas. It uses AI-trained mode

  • Autodesk Fusion Simulation Extension

    By Autodesk

    Autodesk is a leader in 3D design, engineering and entertainment software. We help people imagine, design, and create a better world. Autodesk Fusion Simulation Extension is Autode

  • Immersive Labs

    By Immersive Labs

    Immersive Labs is a UK cyber-skills company selling hands-on technical training and crisis-exercise software. Public marketing covers measuring and developing security capability a

  • Luminary Cloud Platform

    By Luminary

    The full-stack Physics AI platform. Build Large Physics Models that predict how your designs behave in seconds, from design through operations. Luminary Cloud Platform is Luminary'

  • Simulink Copilot

    By MathWorks

    Simulink Copilot is MathWorks's software product, from The MathWorks, Inc. Published at mathworks.com/products/simulink-copilot.html. Directory filing: Simulation. Vendor legal nam

  • NVIDIA PhysicsNeMo

    By NVIDIA

    NVIDIA PhysicsNeMo is an open-source Python framework for building, training and fine-tuning physics AI models at scale, combining physics knowledge with deep learning methods such

  • Pigment

    By Pigment

    Analyze, model, and plan with Pigment. Prepare for anything with our integrated business planning platform powered by agentic AI. Pigment is Pigment's software product, from Pigmen

  • Simcenter (formerly Altair HyperWorks)

    By Siemens

    Simcenter (formerly Altair HyperWorks) is Siemens' simulation and test portfolio for design, validation and multiphysics analysis. After Siemens acquired Altair, HyperWorks capabil

  • AnyLogic Online

    By The AnyLogic Company

    AnyLogic Online lets teams create, run, analyse and share AnyLogic simulation models in a web browser. Users can run experiments and explore scenarios online, collaborate on models

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 Simulation?

Software that models queues, throughput and markets so operators can try a change without touching production. Jobs: queueing and throughput trials; synthetic counterparties in markets; what-if on operational flow.

What should not be listed as Simulation?

Products whose buyer job is industrial physics of a plant, synthetic training worlds, or prompt-level LLM rehearsal platforms. Those belong on their own category page so search queries are not split.

Has AI Trustmark independently assessed every Simulation supplier?

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

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.

What security testing evidence should buyers request for an AI product?

Ask what was tested, against which version, whether prompt-injection, data-exfiltration and tenant isolation were in scope, and where failed prompts were stored. A generic ISO certificate or a vendor scanner screenshot is not by itself an AI TrustMark assessment.