Llama, Qwen, Mistral, DeepSeek: when to use what, and why. Open-source models offer transparency, customizability, and cost control that proprietary models cannot match.
license cost
weight access
parameter range
models evaluated
Llama 3.1 for general tasks, Qwen 2.5 for multilingual, Mistral for efficiency, DeepSeek for code. We match the model to your needs.
Production-grade serving with vLLM, TGI, and Ollama. Optimized for throughput, latency, and cost on your infrastructure.
Full access to model weights. Fine-tune, distill, quantize, and modify without vendor restrictions.
Apache, Llama Community, Mistral Research. We help you understand which licenses work for your commercial use case.
Access to the latest community innovations: adapters, merge techniques, training datasets, evaluation suites.
Compare true costs: hosting, engineering time, maintenance, vs cloud API pricing. Find the right balance for your scale.