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How Leonardo.Ai Scaled from 14K to 19M Users While Cutting GPU Costs by 50%+ with io.net
How Leonardo.Ai Scaled from 14K to 19M Users While Cutting GPU Costs by 50%+ with io.net
IO.NET Team
- Dec 9, 2025

See how Leonardo.Ai scaled from 14K to 19M users and cut GPU costs by over 50% using io.net's high-performance, affordable compute solution for generative AI.

GPU vs CPU for AI: Complete Performance, Cost, and Use Case Comparison for 2025
GPU vs CPU for AI: Complete Performance, Cost, and Use Case Comparison for 2025
IO.NET Team
- Nov 21, 2025

Complete comparison of GPU vs CPU for AI: deep learning performance, hardware cost, TCO, and ideal use cases. Choose the right processor for your training and inference workloads.

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How to build and scale GPU clusters on io.net: A practical guide
How to build and scale GPU clusters on io.net: A practical guide
IO.NET Team
- Mar 9, 2026

TL;DR * Infrastructure gap: Don’t get stuck on a 6-month waitlist for Blackwell chips at hyperscalers. With io.net, you get instant B200/H200 access. * Cost performance: Get 50-70% lower costs compared to AWS/GCP on-demand rates. * Hardware Versatility: io.net offers a full mix of GPUS including Nvidia chips and high-VRAM AMD MI300X clusters (192GB memory) for large-scale Mixture-of-Experts (MoE) training. * Quality Assurance: We verify all hardware via zkTFLOPs (Proof-of-Contribution) and

The state of AI cloud infrastructure
The state of AI cloud infrastructure
IO.NET Team
- Mar 5, 2026

For infrastructure decision-makers at both startups and growing companies, the GPU landscape of 2026 looks nothing like it did even last year. The mad dash for GPU capacity has now matured into a $60B+ global market defined by architectural diversity, pricing pressure, and a fundamental reevaluation of how compute should be provisioned.  As these three forces converge, we are seeing GPU supply expand. While hyperscaler buildouts capture a lot of attention, there has also been a rise in decentra

io.net on Solana: The place for DePIN in 2026 and beyond
io.net on Solana: The place for DePIN in 2026 and beyond
IO.NET Team
- Mar 2, 2026

The DePIN use case for AI and ML compute is pretty straightforward: physical infrastructure networks make efficiency gains when supply-side coordination moves on-chain. With DePIN, no single operator provisions compute hardware and takes on all of the capital risk. Instead, decentralized networks incentivize distributed participants, from GPUs and storage nodes to wireless radios and sensors, to deploy resources and receive compensation by way of token economics. Amongst Layer 1s, Solana has em

GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
IO.NET Team
- Jan 26, 2026

Your 2026 guide to building a purpose-built GPU cluster for AI. Includes TCO, vendor-agnostic benchmarks, hardware selection (H100/MI300X), and rollout plan.

GLM-4.7 Flash Now Available on io.intelligence
GLM-4.7 Flash Now Available on io.intelligence
IO.NET Team
- Jan 23, 2026

Z.ai's GLM-4.7-Flash (30B MoE) is live on io.intelligence. Get the strongest 30B model for coding & reasoning with best-in-class performance-per-dollar.

18 AI Agents Now Available on io.intelligence
18 AI Agents Now Available on io.intelligence
IO.NET Team
- Jan 22, 2026

18 production-ready AI agents for NLP, market data, & automation on io.intelligence. Consolidate your AI stack with one API.

AI

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GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
IO.NET Team
- Jan 26, 2026

Your 2026 guide to building a purpose-built GPU cluster for AI. Includes TCO, vendor-agnostic benchmarks, hardware selection (H100/MI300X), and rollout plan.

GLM-4.7 Flash Now Available on io.intelligence
GLM-4.7 Flash Now Available on io.intelligence
IO.NET Team
- Jan 23, 2026

Z.ai's GLM-4.7-Flash (30B MoE) is live on io.intelligence. Get the strongest 30B model for coding & reasoning with best-in-class performance-per-dollar.

Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
IO.NET Team
- Jan 20, 2026

Complete technical guide to decentralized compute: benchmarks, cost calculator, compliance checklist, and step-by-step migration from AWS/GCP.

Finance

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Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
IO.NET Team
- Oct 14, 2024

io.net is utilizing the Solana blockchain for instant GPU payments, smart contract automation, and secure, decentralized cloud computing transactions.

Blockchain

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GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
IO.NET Team
- Jan 26, 2026

Your 2026 guide to building a purpose-built GPU cluster for AI. Includes TCO, vendor-agnostic benchmarks, hardware selection (H100/MI300X), and rollout plan.

Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
IO.NET Team
- Jan 20, 2026

Complete technical guide to decentralized compute: benchmarks, cost calculator, compliance checklist, and step-by-step migration from AWS/GCP.

What is a GPU Cluster? Beginner's Guide, Cost Calculator, and Buy-vs-Build Tips
What is a GPU Cluster? Beginner's Guide, Cost Calculator, and Buy-vs-Build Tips
IO.NET Team
- Jan 7, 2026

Learn what a GPU cluster is, how it differs from multi-GPU servers, and use our cost calculator to decide if you should build or rent one.

Quick Reads

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io.net Launches the First Adaptive Economic Engine for Decentralized Compute
io.net Launches the First Adaptive Economic Engine for Decentralized Compute
IO.NET Team
- Dec 11, 2025

Discover io.net's Incentive Dynamic Engine (IDE): an adaptive tokenomics model bringing sustainable economics and predictable stability to decentralized GPU compute.

New Research Shows Consumer GPUs Can Cut AI Inference Costs by 75%
New Research Shows Consumer GPUs Can Cut AI Inference Costs by 75%
IO.NET Team
- Dec 5, 2025

New io.net study shows consumer GPUs (RTX 4090) can cut AI inference costs by up to 75% for LLMs, enabling a sustainable, heterogeneous compute infrastructure.

How To Stop Being An Ostrich: Creating Real Value With Blockchain
How To Stop Being An Ostrich: Creating Real Value With Blockchain
IO.NET Team
- Nov 12, 2025

Blockchain promised to solve centralization, but focused on wrong problems. DePIN networks like io.net finally deliver real value through affordable GPU access.

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Smart Contracts & Decentralized Compute: io.net Leverages Blockchain for Seamless Automation
Smart Contracts & Decentralized Compute: io.net Leverages Blockchain for Seamless Automation
IO.NET Team
- Oct 21, 2024

io.net is leveraging smart contracts on the Solana blockchain to automate GPU rentals, payments, and resource allocation for transparent decentralized computing.

Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
IO.NET Team
- Oct 14, 2024

io.net is utilizing the Solana blockchain for instant GPU payments, smart contract automation, and secure, decentralized cloud computing transactions.

Nexus and io.net Announce Partnership to Enhance Compute Power for Nexus Network
Nexus and io.net Announce Partnership to Enhance Compute Power for Nexus Network
IO.NET Team
- Sep 30, 2024

Nexus partners with io.net to expand computational power for its zkVM, enhancing zero-knowledge proof generation with decentralized GPU resources.

Creator.bid & io.net: Riding the Tsunami of AI-Driven Content
Creator.bid & io.net: Riding the Tsunami of AI-Driven Content
IO.NET Team
- Sep 23, 2024

CreatorBid partners with io.net to scale AI agent creation and tokenization, enabling autonomous content generation with decentralized GPU compute.

Phala and io.net: Supercharging a Coprocessor Protocol
Phala and io.net: Supercharging a Coprocessor Protocol
IO.NET Team
- Sep 16, 2024

Phala Network partners with io.net to expand its TEE-based coprocessor protocol, accessing 300k+ decentralized GPUs for affordable AI computing.

KREA: Scaling AI-Powered Media with io.net
KREA: Scaling AI-Powered Media with io.net
IO.NET Team
- Sep 9, 2024

KREA scales AI media generation for clients like Nike and Apple using io.net's 300k+ decentralized GPUs at 60% lower costs than traditional cloud.

OpenLedger and io.net: The Future of Decentralized AI
OpenLedger and io.net: The Future of Decentralized AI
IO.NET Team
- Sep 2, 2024

OpenLedger partners with io.net to expand decentralized AI modeling using affordable GPU compute, moving beyond costly centralized cloud providers.

GAIB & io.net: Leading the Future of Tokenized DeAI
GAIB & io.net: Leading the Future of Tokenized DeAI
IO.NET Team
- Aug 26, 2024

GAIB partners with io.net to tokenize GPU infrastructure, enabling compute owners to earn yield while providing developers 90% cheaper AI computing access.

ChainGPT & io.net: Driving Affordable Smart Contract Analytics
ChainGPT & io.net: Driving Affordable Smart Contract Analytics
IO.NET Team
- Aug 26, 2024

ChainGPT partners with io.net's 300k+ decentralized GPUs to deliver faster, affordable smart contract analytics and real-time blockchain code analysis.

Revolutionizing AI Training: How IO.net’s Decentralized Cloud Infrastructure Unlocks New Possibilities
Revolutionizing AI Training: How IO.net’s Decentralized Cloud Infrastructure Unlocks New Possibilities
IO.NET Team
- Aug 19, 2024

IO.net revolutionizes AI training with decentralized GPU infrastructure, offering faster model training, cost-effective scaling, and global access.

io.net: Solving AI’s Compute Bottleneck
io.net: Solving AI’s Compute Bottleneck
IO.NET Team
- Aug 12, 2024

io.net solves AI's compute bottleneck with decentralized GPU networks offering 90% cost savings and instant H100 access for enterprises.

io.net and Alpha Network Form a Partnership to Establish a Secure, Decentralized Environment for AI and Web3 Applications
io.net and Alpha Network Form a Partnership to Establish a Secure, Decentralized Environment for AI and Web3 Applications
IO.NET Team
- Aug 5, 2024

io.net partners with Alpha Network to create secure, privacy-compliant AI training using decentralized GPUs and Zero-Knowledge protocols.

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