Key features
Core capabilities each platform advertises.
- On-device AI deployment
- Edge orchestration
- Scale management
- Device-agnostic runtime
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Updated March 27, 2026
The default way of running on-device AI at scale — deploy and orchestrate AI models on edge devices.
Vast.ai is a decentralized GPU marketplace that connects GPU owners with AI developers, offering some of the lowest prices in the market through auction-based pricing. The platform provides access to a wide range of GPUs from consumer-grade to data center hardware for training, fine-tuning, and inference workloads.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
Cons
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Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.
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