Model hosting and inference
Platforms that host, serve, or fine-tune models.
18 tools. Adoption level is the effort to run it well, not a quality score. Limitations are sourced; a blank means none documented yet.
| Tool | Best for | Level | Pricing | Key documented limitation |
|---|---|---|---|---|
| Amazon SageMaker | Machine learning teams needing a unified platform for training and deploying models at enterprise scale. | L3 Integrated | Pay-as-you-go based on compute instance type and duration. | None documented yet |
| Cloudflare Workers AI | Developers building low-latency AI applications using edge computing. | L3 Integrated | Free tier + Paid plans starting at $5/mo (usage-based). | None documented yet |
| Convex AI | Developers embedding generative AI directly into web applications and IDEs. | L3 Integrated | Free tier + $25/mo Pro + Enterprise | None documented yet |
| Fireworks.ai | Engineering teams seeking cost-effective alternatives to OpenAI with high availability. | L3 Integrated | Usage-based (e.g., $0.20 per 1M tokens) + Fine-tuning fees. | None documented yet |
| Groq | Developers looking for high-performance, cost-effective inference for Llama and other open models. | L2 Assisted | Usage-based API: ~$0.50 per 1M tokens. | None documented yet |
| Lamini | Developers looking to fine-tune open-source LLMs without managing complex infrastructure. | L3 Integrated | Free tier + Enterprise / Usage-based. | None documented yet |
| LiteLLM | Model routing, spend caps and usage logging. | L4 Orchestrated | $ | None documented yet |
| MindsDB | Data teams building AI applications on top of existing SQL databases. | L3 Integrated | Free Open Source + Usage-based Cloud + Enterprise | None documented yet |
| Modal | Infrastructure teams managing high-performance GPU resources and containers. | L3 Integrated | Usage-based (by-the-second GPU/CPU billing) | None documented yet |
| Ollama | Operators who want a private, free fallback when hosted providers go down or for sensitive data. | L4 Orchestrated | Free / Open Source | None documented yet |
| Paperspace (by DigitalOcean) | Data scientists needing a collaborative environment for large-scale GPU computing. | L2 Assisted | Free tier + Paid GPU machines starting at ~$0.40/hr. | None documented yet |
| Ray (by Anyscale) | Python developers requiring high-performance data processing. | L4 Orchestrated | Open Source (Free) + Usage-based via Anyscale Cloud | None documented yet |
| Replicate | Developers who want to run hosted open-source models with a simple API. | L3 Integrated | Usage-based: pay for the exact compute time used (per-second). | None documented yet |
| Roboflow | Data scientists and engineers building visual AI and computer vision models. | L3 Integrated | Free + $249/mo + Enterprise | None documented yet |
| Run:ai | Enterprises requiring sovereign AI infrastructure on-premises or in private clouds. | L3 Integrated | Enterprise contact sales. | None documented yet |
| Snowflake (Cortex AI) | Developers working with big data and complex SQL. | L4 Orchestrated | Usage-based credit system (~$2.00/credit) | None documented yet |
| Together AI | Product teams needing flexible access to multiple LLMs via a single API. | L2 Assisted | Free tier + Usage-based (e.g. $0.20/1M tokens) | None documented yet |
| Verta | Data scientists building and deploying large-scale machine learning models | L4 Orchestrated | Enterprise / Contact sales | None documented yet |