| Akash Network | Training & Inference | Containerized GPU marketplace (spot) | Cost-efficient GPU auctions | CLI, Terraform, SDK |
| ICP | Inference & App Hosting | Blockchain-native VM | Full-stack app + AI model hosting fully on-chain | Motoko, Rust, Web SDKs
|
| Bittensor | Inference & training coordination | Token‑incentivized subnet mesh | Decentralized neural model collaboration | Python / PyTorch library |
| Gensyn | ML Training | Proof-of-Training marketplace | Verifiable training jobs, trustless execution | Early SDK (CLI / REST integration planned) |
| Ritual | Inference | Off-chain zkML execution | zkML privacy-preserving, verifiable inference | REST API, SDK (in development) |
| Render Network | AI Training & Inference | Decentralized GPU rendering network | Large-scale GPU pooling, Solana-based ordering | REST/API + SDK Integration |
| Ocean Protocol | AI model & data marketplace | Decentralized data access platform | Privacy‑preserving data for AI training | APIs, smart contracts integration |
| SingularityNET | Inference marketplace | AI service marketplace on blockchain | Broad AI service catalog, agent composability | REST APIs, SDKs |
| Cortex Labs | On-chain inference | Blockchain VM for AI | Deploy AI models as smart contracts | Solidity smart contracts |
| DeepBrain Chain | Training & Inference | Decentralized GPU compute platform | Low-cost AI compute leveraging idle resources | SDK, task submission interface |
| io.net | ML Training & Inference | Aggregated global GPU network | Massive node deployment (>25K), large-scale GPU | IO Cloud, Worker tools, Explorer interface |
| Spheron Network | AI agent compute & inferencing | Supercompute GPU/CPU marketplace | Dynamic workloads orchestration, AI-native agent | SDK/API (staking & booking via SPON token) |
| NodeGoAI | AI Training & Inference | P2P compute marketplace + hardware | Monetize idle GPU/CPU resources | Marketplace protocol & edge devices |
| GPUNet | Inference & Training | Blockchain-based global GPU pool | High scalability, Layer‑1 tokenized GPU market | Blockchain RPC + SDK interface |
| AIArena | Decentralized AI Training | On-chain compute/task orchestration | On-chain incentives for contributions | Base smart contracts / SDK |
| POKT Network | AI Inference | Relay network extended to inference | Permissionless, crypto‑incentivized inference | POKT Gateway + open RPC endpoints |
| Grass | LLM training datasets via web data | Decentralized web-scraping nodes (bandwidth-based Solana rollup) | ZK‑verified data provenance, low-cost global scraping | Lightweight node app/browser app, token staking
|
| iExec | Inference, AI agents, model rental | TEE + GPU (via Aethir) | Confidential AI, SGX/TDX, monetizable models | SDK, CLI, iApp Generator, MCP Server
|
| Aethir | GPU-powered AI training & inference | Decentralized bare-metal GPU cloud (H100/H200) | Enterprise-scale GPUs, low-latency edge compute across 90+ countries | Cloud portal, API/SDK; stake/checker node model via ATH token |
| Fetch | Agent-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 credits | SDK/API, agent framework, stake & compute credits via FET/ASI |