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Browse models & ai infrastructure markets and compare products by the work buyers need to accomplish. Ranked using verified practitioner feedback, product research, and enterprise trust signals.
| Company | Description | Matching products |
|---|---|---|
| SPECFEM3D | Open-source software project for seismic wave propagation simulation, founded by Dimitri Komatitsch and Jeroen Tromp and developed by a collaborative community. | |
| SPONGE | Molecular dynamics simulation software developed by the Yi Qin Gao group at Peking University, targeting multi-core CPU, GPU, NPU, and domestic Chinese hardware platforms for accelerated molecular dynamics simulation. | |
| Safe Superintelligence Inc. | Safe Superintelligence Inc. is an American company with offices in Palo Alto and Tel Aviv, describing itself as the world's first straight-shot SSI lab focused on building a safe superintelligence. | |
| Salus | A runtime for AI agents that sits between agents and backend tools, deciding whether each proposed action can execute. |
| Schmid & Partner Engineering AG | Provider of full-wave 3D electromagnetic and thermal simulation software (SEMCAD X Matterhorn) and measurement systems for EM exposure and device compliance assessment. |
| Schrödinger | Computational molecular design software and services for drug discovery and materials science. |
| Scienomics | Multi-scale materials simulation platform provider for product design and development. |
| Sevn AI | AI research and product company focused on long-horizon model behavior, with a mission to build AI that benefits humanity. |
| Shearwater GeoServices | Marine geoscience company providing seismic acquisition, processing, imaging, and energy transition solutions. |
| Siemens | Siemens offers Tecnomatix digital manufacturing software solutions to help turn innovative ideas and raw materials into transformative products. Tecnomatix is part of Siemens' broader digital manufacturing portfolio alongside Teamcenter and NX. |
| SimForm | Cloud-based, GPU-accelerated plastic injection and compression mold cooling simulation software developed by Maya HTT, delivering simulation results in about 15 minutes. Runs in any browser with no installs required. |
| Skelter Labs | Korean AI company offering enterprise generative AI solutions including RAG-based chatbots, AI agents, private-data LLMs, no-code chatbot builders, and STT/TTS models. |
| SliceX AI, Inc. | Pioneering AI/ML company building a next-generation intelligence engine that makes AI fast, cost-effective, and easy to train and deploy across devices and use-cases on the Cloud and Edge. |
| Software Cradle | Provider of multi-physics CFD simulation software, part of Cadence Design Systems. |
| SpaceXAI | Builds Grok — frontier AI models for reasoning, voice, image generation, and more. |
| Spingence Technology Co., Ltd. | Provides enterprise on-premise AI platforms — AI defect detection, edge computing, and LLM deployment — for smart manufacturing and AI-Native Factories. |
| Stone Ridge Technology | Stone Ridge Technology develops ECHELON, a GPU-based reservoir simulation software. |
| Stratum AI | AI-powered resource, grade control, and mine planning models that improve decision-making and deliver stronger operational outcomes for the mining industry. |
| Striveworks | Striveworks is an AIOps company that helps organizations build, launch, and maintain AI models in hours—not months with proprietary technology for rapid model deployment, management, and monitoring. |
| Sync Labs | AI video lipsync and visual dubbing platform for filmmakers, content creators, and developers, offering studio-grade lip synchronization via API and web studio. |
| Synthetic Sciences | An AI research lab building foundation models for scientific research and developing infrastructure for AI-native discovery. |
| TAL-SH | Tensor Algebra Library Routines for Shared Memory Systems accelerates three CAAR codes: NWChem, LSDALTON, and DIRAC. |
| TELUS Digital | A customer experience innovator that designs, builds and delivers next-gen digital solutions for global and disruptive brands. |
| THUNDER | A particle-filter framework for robust cryoEM 3D reconstruction, developed by the thuem organization and hosted on GitHub. |
| Talking Computers | AI infrastructure provider focused on autonomous organizations for enterprises, starting with ML Systems to automate experimentation. |
| TensorPool | On-demand GPU cluster infrastructure for ML training and inference, with CLI-based workflow for deploying clusters, storage, and jobs. |
| Terranox AI | The first AI-powered uranium discovery company, combining physics-informed AI models purpose-built for uranium with integrated field programs to discover the next generation of economic deposits across North America. |
| Texel.ai | Texel.ai is a platform for creating and editing media using artificial intelligence, providing easy-to-use APIs for developers to generate and edit images, videos, and audio. |
| Theoretical and Computational Biophysics Group (TCBG) | Theoretical and Computational Biophysics Group (TCBG) at the University of Illinois at Urbana-Champaign, associated with the Beckman Institute for Advanced Science and Technology. NIH Resource for Macromolecular Modeling & Visualization. |
| Tomviz | Tomviz is an open source application for tomographic visualization of nanoscale materials. |
| Topological | Physics-based foundation models for CAD optimization. Backed by Y Combinator. |
| TraceRoot | TraceRoot is an open-source observability and self-healing platform for AI agents that captures traces, monitors production issues, and automates debugging and fix generation. |
| Truth Systems | Governing infrastructure that monitors and flags incompliant behavior in regulated industries. | Charter 1 more |
| Turbostream | Provides advanced simulation software based on a CFD solver that achieves extreme speed through GPUs for turbomachinery flows. |
| Turing Labs | Builds Luna, a domain-trained AI platform for CPG R&D teams that discovers winning product formulations, hits cost and compliance targets, and accelerates product development. |
| Umajin | Provides the Umajin Platform enabling organisations to build Physical AI systems powered by Large Spatial Models (LSM), with products and services for development and publication of apps for devices including mobiles, tablets, desktops, kiosks, digital displays, and IoT devices. |
| Understudy | Helps data-rich teams turn production traces and expert judgment into specialized open models they own. |
| Uplift AI | Uplift AI develops foundational voice models for Pakistani regional languages, enabling digital service access through speech generation and understanding technologies. | API 1 more |
| VASP Software GmbH | Developer and operator of the Vienna Ab initio Simulation Package (VASP), a software package for atomic scale materials modelling from first principles. |
| Valossa | A deep-tech company in multimodal video AI that turns video to text and provides conversational AI chat workflows, transcription, captions, metadata, scene search, and highlight clipping. |
| Verge Labs | Uses proprietary human tissue data and AI to develop drugs for neurological diseases, operating under the Verge Labs and Verge Genomics brands. |
| VisIt | VisIt is an open source, interactive, scalable, visualization, animation and analysis tool developed by Lawrence Livermore National Laboratory (LLNL), operated by Lawrence Livermore National Security, LLC for the U.S. Department of Energy's National Nuclear Security Administration. |
| Visionary.ai | AI company developing real-time image and video enhancement software for cameras and edge devices. |
| WIPL-D | WIPL-D develops electromagnetic simulation and EM modeling software. |
| WellSaid | AI voice generation and text-to-speech platform delivering human-quality voiceovers for professional content. |
| Wolfram | Computer, web, and cloud software company and developer of computation science, technology, and the Wolfram technology stack including Mathematica and the Wolfram Language. |
| Xcelerit | Easy software acceleration for compute-intensive analytics in risk management and derivatives pricing. |
| Xorbits Inference | Open-source project under the GitHub organization xorbitsai, designed to deploy and serve language, speech recognition, and multimodal models. |
| ZMT Zurich MedTech AG | Developer and operator of the Sim4Life multiphysics CAE simulation platform, combining computable human phantoms with physics solvers and tissue models for analyzing biological phenomena and complex technical devices. |
| ZibraLabs | ZibraLabs builds distributed compute clusters with low-cost CPUs and GPUs across hyperscalers and neoclouds for AI workloads. |