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.
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.
Global technology leader in electrification and automation. ABB helps industries run at high performance, while becoming more efficient, productive and sustainable. ABB Ltd trades
Altair publishes Altair HyperWorks as named AI products. Altair is used for Simulation work. Altair is recorded in Troy, United States. Altair publishes product information at alta
Ansys engineering simulation and 3D design software delivers product modeling solutions with unmatched scalability and a comprehensive multiphysics foundation. ANSYS, Inc. trades a
Autodesk is a leader in 3D design, engineering and entertainment software. We help people imagine, design, and create a better world. Autodesk, Inc. trades as Autodesk, based in Sa
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
The full-stack Physics AI platform. Build Large Physics Models that predict how your designs behave in seconds, from design through operations. Luminary Cloud, Inc. trades as Lumin
MathWorks publishes MATLAB Deep Learning Toolbox, Reduced Order Modeler, and Reinforcement Learning Toolbox as named AI products. MathWorks is used for Deep-learning platforms and
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
Prepare for anything with our integrated business planning platform powered by agentic AI. Pigment is used for Forecasting and Scenario modelling work. Pigment is recorded in Paris
Siemens: A global technology leader driving innovation in industry, infrastructure and mobility through digital transformation. Siemens AG trades as Siemens, based in Munich, Germa
AnyLogic is the leading simulation software for business, utilized worldwide in many industries, including logistics, manufacturing, mining, healthcare, etc. The AnyLogic Company p
Products
Claimed products appear first. Ranking packs and payment do not change this list.
- Altair HyperWorks· Altair
- Ansys GeomAI· Ansys
- Ansys SimAI· Ansys
- Ansys TwinAI· Ansys
- Autodesk Fusion Simulation Extension· Autodesk
- Luminary Cloud Platform· Luminary
- NVIDIA PhysicsNeMo· NVIDIA
- Simcenter PhysicsAI· Siemens
- Simcenter RomAI· Siemens
- Simulink Copilot· MathWorks
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.
- ABB RobotStudio· ABB
- Ansys Twin Builder· Ansys
- AnyLogic Cloud· The AnyLogic Company
- Immersive Labs· Immersive Labs
- Pigment· Pigment
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.