Loading the SOTA2 catalog…
Explore Models & AI Infrastructure
products in 2026
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.
Top companies and products
| Company | Description | Matching products |
|---|---|---|
| Google Cloud | Cloud platform offering AI, infrastructure, data, security, and productivity services. The named entity of interest is Gemini Enterprise for Customer Experience, an agentic solution for shopping and customer service. | |
| HALMD | Project behind HAL's MD package, a molecular dynamics framework maintained and developed by Felix Höfling, initially written with Peter Colberg, with contributions from Nicolas Höft and Daniel Kirchner. | |
| HUD AI | The platform for building RL environments. Train specialized agents, evaluate models, and deliver frontier-grade post-training data to labs. |
Choose a product market
Foundation & Language Models47 companiesMultimodal Models18 companiesImage & Video Models25 companiesSpeech & Audio Models38 companiesScientific Models189 companiesModel APIs & Gateways88 companiesCompute & Accelerators38 companiesModel Hosting & Inference60 companiesMLOps & Deployment83 companiesAI Evaluation & Observability106 companiesAI Safety & Governance66 companiesEdge AI52 companies
