⛓️Decentralized Compute

ProjectAI FocusCompute ModelSpecialization / EdgeIntegration Method
Akash NetworkTraining & InferenceContainerized GPU marketplace (spot)Cost-efficient GPU auctionsCLI, Terraform, SDK
ICPInference & App HostingBlockchain-native VMFull-stack app + AI model hosting fully on-chainMotoko, Rust, Web SDKs
BittensorInference & training coordinationToken‑incentivized subnet meshDecentralized neural model collaborationPython / PyTorch library
GensynML TrainingProof-of-Training marketplaceVerifiable training jobs, trustless executionEarly SDK (CLI / REST integration planned)
RitualInferenceOff-chain zkML executionzkML privacy-preserving, verifiable inferenceREST API, SDK (in development)
Render NetworkAI Training & InferenceDecentralized GPU rendering networkLarge-scale GPU pooling, Solana-based orderingREST/API + SDK Integration
Ocean ProtocolAI model & data marketplaceDecentralized data access platformPrivacy‑preserving data for AI trainingAPIs, smart contracts integration
SingularityNETInference marketplaceAI service marketplace on blockchainBroad AI service catalog, agent composabilityREST APIs, SDKs
Cortex LabsOn-chain inferenceBlockchain VM for AIDeploy AI models as smart contractsSolidity smart contracts
DeepBrain ChainTraining & InferenceDecentralized GPU compute platformLow-cost AI compute leveraging idle resourcesSDK, task submission interface
io.netML Training & InferenceAggregated global GPU networkMassive node deployment (>25K), large-scale GPUIO Cloud, Worker tools, Explorer interface
Spheron NetworkAI agent compute & inferencingSupercompute GPU/CPU marketplaceDynamic workloads orchestration, AI-native agentSDK/API (staking & booking via SPON token)
NodeGoAIAI Training & InferenceP2P compute marketplace + hardwareMonetize idle GPU/CPU resourcesMarketplace protocol & edge devices
GPUNetInference & TrainingBlockchain-based global GPU poolHigh scalability, Layer‑1 tokenized GPU marketBlockchain RPC + SDK interface
AIArenaDecentralized AI TrainingOn-chain compute/task orchestrationOn-chain incentives for contributionsBase smart contracts / SDK
POKT NetworkAI InferenceRelay network extended to inferencePermissionless, crypto‑incentivized inferencePOKT Gateway + open RPC endpoints
GrassLLM training datasets via web dataDecentralized web-scraping nodes (bandwidth-based Solana rollup)ZK‑verified data provenance, low-cost global scrapingLightweight node app/browser app, token staking
iExecInference, AI agents, model rentalTEE + GPU (via Aethir)Confidential AI, SGX/TDX, monetizable modelsSDK, CLI, iApp Generator, MCP Server
AethirGPU-powered AI training & inferenceDecentralized bare-metal GPU cloud (H100/H200)Enterprise-scale GPUs, low-latency edge compute across 90+ countriesCloud portal, API/SDK; stake/checker node model via ATH token
FetchAgent-based automation, web3-native LLM (ASI‑1 Mini)GPU-backed Fetch Compute network (H100/H200/A100 GPUs)Agent ecosystem, $100M GPU fund, efficient LLM on 2 GPUs, token-based compute creditsSDK/API, agent framework, stake & compute credits via FET/ASI