Render Network
Decentralized GPU compute

The Supercloud for Developers Akash Network is a pioneer in the Decentralized Physical Infrastructure Network (DePIN) space. Built on the…
Akash Network is a pioneer in the Decentralized Physical Infrastructure Network (DePIN) space. Built on the Cosmos SDK, Akash operates as a decentralized cloud computing marketplace connecting those who need compute resources with those who have excess capacity. For developers, Akash abstracts away the complexity of Kubernetes, allowing them to deploy Docker containers onto decentralized infrastructure via a simple YAML configuration file (SDL).
Akash utilizes a unique reverse-auction mechanism. A user submits a workload specification and their maximum budget. Compute providers on the network then bid on the workload. The protocol automatically selects the lowest bid, resulting in compute prices that are routinely 70-80% lower than centralized hyperscalers like AWS or Google Cloud. Payments are handled securely via smart contracts using the native AKT token or stablecoins like USDC.
Originally focused on generic CPU workloads, Akash has aggressively pivoted towards high-density GPU compute. The network now aggregates massive clusters of NVIDIA A100s, V100s, and high-end consumer GPUs (RTX 4090s) provided by independent data centers. This makes Akash a highly cost-effective environment for AI researchers and startups looking to train models or host inference endpoints without signing crippling, multi-year hyperscaler contracts.
Disclaimer: ComputeStacker aggregates protocol statistics. Hardware availability, reliability, and security are dependent on the specific node provider you lease from on the decentralized network.
You must fund your wallet with AKT / USDC to participate in the marketplace. Leases are typically managed via on-chain smart contracts where funds are held in escrow for the duration of the compute rental.
Because decentralized protocols utilize under-utilized data center hardware and bypass hyperscaler profit margins, you can frequently secure compute for 60-80% less than AWS or GCP equivalents. However, prices may spike during network congestion.
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Payment on Akash Network is made in AKT / USDC. You can typically acquire the token on major exchanges.
With 8,400+ nodes, Akash Network offers distributed redundancy. However, decentralized networks may have more variable performance than dedicated cloud providers.
Yes, Akash Network's smart contracts have been independently audited. Audit reports are typically available on their GitHub or documentation.
Akash Network network nodes offer A100, A6000, V100, RTX 3090, RTX 4090. Availability and pricing are set by individual node providers via a bidding mechanism.
Decentralized GPU compute
Crypto-native startups and researchers seeking highly affordable, decentralized GPU compute.
Researchers and 3D artists who require massive parallel compute for batch tasks and are comfortable using decentralized, Web3 infrastructure.