List of Compute Network companies in Web3 (2026)

EigenAI is a verifiable large language model inference service that provides deterministic responses through an interface compatible with common AI application programming interfaces. It commits to processing prompts and models without hidden modification, allowing developers to verify that responses were not altered or degraded before delivery. The service targets applications such as autonomous agents and trading systems where predictable, tamper-proof AI outputs are required. It runs as a mainnet alpha alongside the platform's other verifiable compute services.

Akash Network provides decentralized cloud computing through peer-to-peer marketplace protocols, enabling users to deploy containerized applications on global GPU and CPU resources at reduced costs. The system includes web-based Console and command-line CLI interfaces for deployment management, Stack Definition Language processing, and persistent storage capabilities.

NodeOps Cloud Marketplace is a permissionless compute marketplace that lets anyone provide, purchase, deploy, and manage verifiable compute resources. It operates on a consumption-based model, matching compute consumers with independent providers across a multi-region network without lock-in. The marketplace forms the underlying compute layer that other NodeOps services consume, including CPU and GPU capacity for AI and blockchain workloads.

Dispersed is a decentralized GPU compute network providing builders, creators, and enterprises with on-demand access to distributed graphics processing capacity. The platform aggregates geographically dispersed GPUs operated independently worldwide, routing AI workloads including video generation, image processing, reinforcement training, inferencing, and agentic AI development. Users can select GPU models, performance parameters, and pricing that match their requirements while avoiding vendor lock-in.

A decentralized serverless cloud designed to address challenges in cloud computing, such as centralized trust, fragmented ecosystems, and privacy concerns.

Remote Off-chain Framework Layer is a framework for private off-chain tasks. It helps users handle sensitive data securely through trusted hardware and show proof on-chain.

Tangle Sandbox is a cloud runtime that provisions isolated Linux containers for AI agents. Users create sandboxes from any Docker image through a TypeScript SDK or CLI and receive a full Linux environment with root access, SSH connectivity, filesystem operations, and optional GPU support, with sub-second cold-start times. Isolation operates at three tiers: shared cloud containers for standard workloads, Firecracker microVMs for hardware-virtualized boundaries, and hardware trusted execution environments for attested isolation. Sandboxes support CRIU-based checkpoint and restore to S3-compatible storage, enabling session continuity across disconnects and parallel execution from a shared checkpoint state.

Decentralized cloud platform offering computing, storage, and indexing services.

Mainframe implements protein folding computation through subnet 25 infrastructure, enabling molecular simulation and scientific computing tasks. The system coordinates distributed computing resources for biological research and drug discovery applications.

Rumble Cloud provides infrastructure-as-a-service including compute, storage, networking, and security services. The platform positions itself as censorship-resistant cloud infrastructure for organizations seeking alternatives to mainstream providers, hosting clients including Truth Social and other platforms prioritizing content moderation independence.

Mawari Network is a DePIN compute network that distributes real-time 3D rendering and streaming workloads to XR and AI applications through globally deployed GPU and CPU nodes. Guardian Nodes validate rendering quality through on-chain attestations, while Spatial Streaming Nodes execute compute-intensive tasks. Pulse Nodes extend network reach from mobile devices. Network job assignments and reward distributions are coordinated on the Mawari L3 chain, an application-specific rollup on Arbitrum One.

Newcoin Protocol coordinates networked AI agents through G Consensus, a stake-weighted intersubjective mechanism evaluating agent outputs across intelligence, creativity, and utility dimensions. Miners deploy agent nodes that generate cryptographically signed learning signals, accumulate Watts reputation scores, and earn NCO proportional to validated contributions. Validators verify deterministic reward computations via snapshot-based attestation, while customer payments trigger protocol-level NCO market buys with rewards vesting over extended periods.

Cherry Servers Cloud Platform provides on-demand bare metal dedicated servers, virtual machines, GPU accelerators, block storage, and networking services through a unified API and web portal. The platform supports custom hardware configurations with AMD EPYC and Ryzen processors, NVIDIA GPUs, NVMe storage, and multi-region deployment across Europe, North America, and Asia. Users access infrastructure management through RESTful API, CLI tools, Terraform, and Ansible integrations with hourly or fixed-term billing and cryptocurrency payment options.

Crunch Protocol is a decentralized coordination layer built on Solana that distributes machine learning workloads across a global network of data scientists. The protocol enables Coordinators to create prediction challenges with defined rules and rewards while data scientists compete to build predictive models. On-chain smart contracts handle verifiable scoring and automated reward distribution in USDC, with model and data privacy protected through Trusted Execution Environments.

Targon implements distributed AI inference through competitive validation mechanisms on Bittensor Subnet 4, enabling high-speed model execution with cost optimization. The system utilizes deterministic verification protocols while maintaining quality assurance through miner performance evaluation.

Leea Protocol implements secure decentralized infrastructure for AI execution through encrypted virtualization, enabling private agent deployment and inter-agent communication. The system uses remote attestation and AMD SEV/Intel TDX for zero-trust security while maintaining blockchain-based node accountability.

Compute Labs provides a unified solution that tokenizes enterprise-grade GPUs into GNFTs, enabling trading, staking, and the creation of AI-Fi financial instruments like ETFs and perpetual contracts.

Arcium Network implements decentralized confidential computing through distributed Multi-Party Computation infrastructure, enabling encrypted computation across blockchain and off-chain applications. The system coordinates distributed Arx nodes that form clusters to execute secure computations defined within Multiparty eXecution Environments. Each node processes encrypted data fragments without accessing complete information, maintaining confidentiality through cryptographic protocols including MPC, homomorphic encryption, and zero-knowledge proofs. The architecture supports parallel execution of independent computations while orchestrating node coordination, resource allocation, and verification through blockchain integration.

A compute infrastructure service routing workloads through the Huddle01 decentralized node network. The platform provides computational resources for real-time applications including communication, gaming, finance, and AI inference with reduced operational costs compared to centralized cloud providers.

Vidaio is a decentralized video processing network running on Bittensor Subnet 85, coordinating distributed GPU resources for AI-driven video upscaling and compression. Miners process video tasks using deep learning models, while validators evaluate output quality through synthetic and organic query synapses using VMAF and PieAPP metrics. A merit-based token incentive mechanism rewards miners proportionally based on output quality, ensuring continuous model improvement across upscaling and compression workflows.

The TACEO Network is a compute network that distributes confidential computation across independent MPC node committees using multiparty computation and coSNARK protocols. Applications integrate through four privacy services: threshold OPRF evaluation for credential verification, distributed Groth16 proof generation, oblivious shared state storage, and biometric identity matching. No single node operator controls data, cryptographic keys, or computation outcomes.

Metal offers high-performance bare metal servers that can be deployed globally with low latency. Ideal for processor-intensive workloads, it provides dedicated hardware for applications in gaming, streaming, and Web3.

AIxBlock Platform provides end-to-end AI development infrastructure through decentralized computing resources, enabling model training, fine-tuning, and deployment. The system supports MCP integration and offers automated workflow creation for AI applications.

Inference API is a serverless inference tool for running AI models. It helps users process language and vision tasks through a global GPU network.

Raiku Coordination Layer implements high-performance block building and advanced scheduling for Solana, facilitating guaranteed transaction inclusion through validator coordination. The system provides sub-50ms pre-confirmations, ahead-of-time blockspace reservations, and deterministic execution through its Coordination Engine, Validator Sidecar, Slot Marketplace, and Global Accounts infrastructure. The architecture enables developers to integrate with as little as two lines of code while maintaining seamless composability with Solana's security model

BUZZ HPC is an AI and high-performance computing service that provides GPU-based compute infrastructure, linked from HIVE’s site as an offering alongside its Bitcoin mining operations.

Bless Network provides decentralized edge computing through dynamic resource matching and WASM secure runtime, enabling on-demand CPU and GPU allocation across distributed devices. The system orchestrates computational tasks while maintaining security through randomized distribution and modular verification mechanisms.

Expert-driven platform delivering multimodal training data through configurable workflows for data collection, annotation, QA, and human evaluation using domain experts.

Tenzro Network is decentralized AI infrastructure that runs models on browsers, edge devices, and servers with privacy controls, federated learning, and optional blockchain settlement.

Score Vision is a decentralized compute network on Bittensor Subnet 44 that converts live video into structured data using distributed computer vision models. Miners submit models that analyze footage across sports and other domains, while validators score outputs via frame filtering and CLIP-based semantic assessment. The Manako dashboard tracks active vision tasks and miner rankings, and TurboVision powers the real-time intelligence pipeline.

Spinor is a distributed blockchain platform designed for real-time computation, AI inference, and large-scale simulations using agent-based intelligence and causal computing models.

NOVA implements decentralized drug screening through competitive molecular optimization, enabling high-throughput virtual screening across billion-compound libraries. The system utilizes Bittensor's incentive mechanisms while maintaining deterministic scoring through PSICHIC affinity prediction.

Axe Compute is a GPU-as-a-Service platform providing enterprises with dedicated bare-metal GPU clusters for AI workloads, including large language model training, fine-tuning, and high-throughput inference. Compute capacity is sourced through a partnership with Aethir's distributed GPU network, which spans multiple global locations. Customers specify GPU type, data center region, interconnect fabric, and cluster topology; targeted provisioning time is 24 to 48 hours. Bare-metal delivery eliminates virtualization overhead. Pricing uses a flat-rate per-GPU-hour model with no data egress fees. Deployments are backed by SLA-defined uptime commitments and 24/7 engineering support.