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Compare scientific models products for capabilities, deployment, pricing, and enterprise readiness. Ranked using verified practitioner feedback, product research, and enterprise trust signals.
| Company | Description | Matching products |
|---|---|---|
| BrianQC | Startup project in the field of quantum chemistry, providing a GPU-based solution to speed up demanding quantum chemistry calculations. Compatible with Q-Chem and Psi4, and usable as a Software Development Kit (SDK). | |
| Numeric Systems GmbH | Developer of pacefish®, a GPU-accelerated computational fluid dynamics (CFD) simulation tool for physical fluid flows. | |
| Ai2 (The Allen Institute for Artificial Intelligence) | Conducts high-impact research and engineering to tackle key problems in artificial intelligence. |
| LAMMPS | LAMMPS (Large-scale Atomic/Molecular Massively Parallel Simulator) is a classical molecular dynamics code with a focus on materials modeling, developed at Sandia National Laboratories. |
| Baker Hughes | Energy technology company that offers the JewelSuite Ecosystem as part of its oilfield digital portfolio. |
| ORB5 | ORB5 is a global, gyrokinetic, Lagrangian, Particle-In-Cell (PIC), finite element, electromagnetic, GPU-enabled simulation code developed at the Swiss Plasma Center (SPC) at EPFL, with contributions from the Max-Planck IPP in Garching and Greifswald and the University of Warwick. |
| Ansys | Engineering simulation software company, part of Synopsys, powering innovation by connecting silicon to systems. Offers a broad catalog of simulation software spanning CFD, electronics, fluids, optics, structures, and 3D design. | Ansys Speos 19 more |
| AWP-ODC | Widely used community software that simulates large-scale 3D seismic wave propagation in a viscoelastic medium. Hosted by the Statewide California Earthquake Center (SCEC) at the University of Southern California. | AWP-ODC-OS 1 more |
| Alya | High performance computational mechanics code to solve complex coupled multi-physics / multi-scale problems, mostly from the engineering realm. Developed by BSC-CNS. |
| Bentley Systems | Infrastructure engineering software company offering products for transportation planning, modeling, and analysis. |
| Vectorworks | 3D design software company providing BIM and CAD solutions for architecture, landscape, and entertainment professionals. Part of the Nemetschek Group. |
| COMSOL | Developer and publisher of the COMSOL Multiphysics® software product suite, a general-purpose simulation platform for modeling designs, devices, and processes in all fields of engineering, manufacturing, and scientific research. |
| SimScale GmbH | AI-native, cloud engineering simulation platform for CFD, FEA, thermal, and electromagnetics. |
| nTopology Inc. | Computational design and analysis platform for engineering teams, focused on additive manufacturing. |
| Viridien | Viridien is an advanced technology, digital and Earth data company that pushes the boundaries of science for a more prosperous and sustainable future. |
| Kitware, Inc. | Software company that builds solutions based on open source platforms for scientific computing, computer vision, and AI, offering custom development, support, and training. |
| Tecplot, Inc. | Leading post-processing software developer in CFD data visualization, providing tools to discover, analyze, and communicate simulation and test data results. |
| rekursiv.ai | Builds AI Scientists — autonomous systems that form hypotheses, run experiments, and discover new knowledge. |
| EARTH AI | Vertically integrated AI-powered explorer that discovers, develops, and owns critical mineral mines. |
| ENGYS | Open-source CFD solutions for enterprise. |
| Tamarind Bio | AI infrastructure for biotech R&D providing access to 250+ computational biology models via web interface and programmatic API. |
| DualSPHysics | A Smoothed Particle Hydrodynamics (SPH) simulation project based on the SPHysics model, developed under the GNU Lesser General Public License to study free-surface flow phenomena and real-life engineering problems. |
| BETA CAE Systems | CAE software company, now part of Cadence, developing simulation tools for pre-processing, solving, post-processing, and process management. |
| Geoteric | World-leading AI seismic interpretation software company with applications across the entire E&P lifecycle, serving the Energy sector with over 30 years of subsurface innovation. |
| Dalus | AI-native, model-based systems engineering (MBSE) platform that unifies requirements, architecture, analysis, and verification for aerospace, defense, robotics, automotive, and energy teams. |
| ZeusNumerix Pvt. Ltd. | Defence and engineering company offering custom software development, CAE simulation services, new product development, and smart and autonomous munition products. |
| Navier AI | Builds engineering agents that automate CFD, meshing, FEA, and flight software workflows. |
| Geomechanica Inc. | Develops and sells Irazu, a geomechanical simulation package, and provides engineering consulting and rock mechanics laboratory testing services. |
| Silurian AI | Foundation models that decode the future of Earth's physical systems at planetary scale. |
| Conductor Quantum, Inc. | Builds AI-powered software for operating and scaling quantum computers. |
| Remcom Inc. | Remcom provides 3D electromagnetic simulation solutions, products, and consulting services for antenna design and wireless propagation using the FDTD method. |
| crYOLO | Automated particle picking software for cryo-EM based on the deep learning object detection system YOLO. Available as a standalone program and as part of the SPHIRE image processing workflow. |
| Confluence Labs | Confluence Labs is an AI research lab focused on learning efficiency, aiming to enable scientific breakthroughs in fields like drug and materials discovery with the fewest number of experiments possible. |
| Bluware | Subsurface data cloud and interpretation solutions provider, increasing E&P workflow productivity through cloud solutions and deep learning. |
| Ångström AI | Company replacing lab experiments with computation, providing fast, accurate AI physics simulations for pharma to compute solubility, lipophilicity, crystal structure stability and more with accuracy matching experimental error. |
| Receptor.AI | AI-accelerated drug discovery SaaS platform performing structure-based screening against human proteins and estimating safety and pharmacokinetics of compounds using neural networks. |
| Trim | Trim is building an AI model that can simulate real-world physical systems evolving over time, such as predicting wave movement from starting positions. |
| Tech-X Corporation | Physics simulation software company. |
| M-Star Simulations, LLC. | M-Star CFD is modern computational fluid dynamics (CFD) software for engineers and researchers, generating predictions that are functionally indistinguishable from measured data. |
| Discovered Materials | Builds AI scientists to discover new materials for the semiconductor industry, compressing the lab-to-fab timeline from years to weeks. |
| ReactWise | AI-powered software for chemical process development that uses Bayesian Optimization and Machine Learning to accelerate reaction optimization for pharmaceutical and biotech companies. |
| 83 Sciences, Inc. | AI-native research tools for materials scientists. Turns unpublished experimental data into papers, patents, and discovery. |
| ABINIT | Software suite to calculate the optical, mechanical, vibrational, and other observable properties of materials, starting from quantum equations of density functional theory (DFT), with perturbation theories and many-body Green's functions (GW and DMFT). |
| ADS CFD Inc. | Aerospace CFD software company. |
| AI engineering GmbH | IT service and AI solutions provider in Grünwald, Germany, offering professional IT services and innovative solutions in flow simulations and thermodynamics. |
| AeroSim | AeroSim delivers GPU-accelerated CFD software and expert wind engineering consulting - wind comfort, building aerodynamics, and environmental and dispersion analysis. |
| AldenMath | Mathematical software by Tim Davis, including sparse matrix solvers and graph algorithms. |
| Altair | Altair has been acquired by Siemens, creating the world's most complete AI-powered portfolio of industrial software for simulation, high-performance computing, data science and artificial intelligence as part of the Siemens Xcelerator platform. |
| Amber | A suite of biomolecular simulation programs for molecular dynamics simulations of proteins and nucleic acids, maintained by an active development community across multiple universities. | Amber26 1 more |
| BEAGLE | A high-performance library that can perform the core calculations at the heart of most Bayesian and Maximum Likelihood phylogenetics packages. It makes use of highly-parallel processors such as GPUs. |