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 |
|---|---|---|
| Beam | On-demand AI compute platform for running sandboxes, task queues, and custom model inference with ultrafast boot times and instant autoscaling. | |
| MixAudio | AI song remixer and multimodal AI music generation service that lets users create music from text, image, and audio inputs. | |
| Weave | Engineering intelligence platform for the AI era. Combines LLMs and domain-specific machine learning to understand engineering work, measuring AI vs. human contributions across PRs, reviews, and deploys. | |
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
.png){kind=small}
