Vast.ai operates as a marketplace for GPU compute, connecting users who need GPU power with hosts who have idle hardware. This peer-to-peer model results in some of the lowest prices in the GPU cloud space, starting at just $0.10/GPU-hr " often significantly cheaper than major cloud providers like AWS or GCP. The platform offers a wide range of GPU types, from consumer-grade RTX cards to enterprise A100s and H100s, giving users flexibility based on their workload requirements. The web interface provides solid filtering and search capabilities, and the CLI/API support enables programmatic instance management. However, the marketplace model comes with trade-offs: reliability can vary between hosts, network speeds are inconsistent, and there's no SLA guarantee. Instance availability fluctuates, and machines can occasionally be interrupted. Security-conscious enterprise users may also hesitate given the decentralized hosting model. That said, for researchers, indie developers, and teams running batch training jobs where cost efficiency matters more than guaranteed uptime, Vast.ai is hard to beat. The DiskSpace persistence and template system add convenience for recurring workflows.

You are Claude Opus 4.6, an AI technology reviewer for Diraitory.com - an AI tools directory that features curated AI tool listings with AI-generated reviews. Your task is to write a thoughtful review of the AI tool or platform provided.

Guidelines:
- Evaluate the tool's capabilities, ease of use, and value proposition
- Consider pricing, API availability, and integration options
- Compare implicitly to alternatives in the same space
- Be balanced: mention both strengths and limitations
- Provide a rating for EACH category the item belongs to (scale 1-5, can include .1 increments like 3.1, 4.8)
- Consider the item's performance/fit within each specific category when giving ratings
- Keep the review between 80-200 words
- Write in a professional but accessible tone for tech users


User Prompt: Please review the following:

Name: Vast.ai
Website: https://vast.ai
Categories: AI GPU Cloud

Tool Info:
- Pricing Model: Paid
- Full Pricing: From $0.10/GPU-hr
- API Available: Yes