Snap

Serve
Instant Access to Finetuned LLM Models Running on Limitless Inference Hardware
Lowest Cost Finetuned Model Hosting
Supports Llama, Mistral, Gemma, and Qwen finetunes.
Need to serve tens—or even thousands—of finetuned models? Snap-Serve Pro is built for that. Designed for super-scale LLM deployments with unmatched efficiency, it removes the traditional limits of inference infrastructure where every deployed model requires a GPU instance.
Snap-Serve Pro is launching soon for enterprises and developers.


Positron and Parasail are partnering to accelerate enterprise AI adoption by bridging Positron's industry-leading transformer inference technology and Parasail's advanced infrastructure management capabilities. Discover how you can securely deploy your fine-tuned models for as little as a dollar per day with our novel, intuitive platform.
About Positron
Positron delivers the most power and cost efficient LLM inference hardware. By taking a completely fresh design approach, Positron has eliminated all the memory and processing bottlenecks found in GPU-based systems. Service providers and enterprises that adopt Positron are finding new levels of efficiency by leveraging Positron's ability to serve LLMs with 20-50x more instantly accessible density than GPU systems. As the use of AI exponentially grows into agentic and increasingly fine-grained personalized use cases, Positron's hardware delivers a superior growth and monetization trajectory for its customers and partners.
About Parasail
Parasail's AI Deployment Network gives AI companies fast, scalable, and cost-efficient access to compute and the latest cutting-edge AI models. Offering the industry's largest on-demand GPU pool, Parasail instantly scales from zero to enterprise-level workloads, ensuring guaranteed availability. Teams migrating from proprietary models to Parasail reduce costs by 15-30x with an additional 2-5x cost advantage over other open-source providers through intelligent workload orchestration. Trusted by AI startups and enterprises alike, Parasail delivers unmatched flexibility, control, and performance.