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io.net blog

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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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.

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.

GPU Data Centers: How They Work, Energy Demands, and ROI
GPU Data Centers: How They Work, Energy Demands, and ROI
IO.NET Team
- Jan 17, 2026

Your GPU data center investment framework. Compare TCO for cloud, colo, & workstation, including power, cooling, ROI, and hidden costs.

GLM-4.7 Now Available on io.intelligence
GLM-4.7 Now Available on io.intelligence
IO.NET Team
- Jan 13, 2026

GLM-4.7 is now live on io.intelligence. Z.ai's open-source coding model scores 84.9% on LiveCodeBench vs Claude's 64%. Access it via a single API endpoint.

2025: io.net Year in Review
2025: io.net Year in Review
IO.NET Team
- Jan 9, 2026

io.net's 2025: $4M+ saved across 5 case studies, 320K GPUs in 138 countries, 21 partnerships, and a tokenomics redesign. What happens when infrastructure stops being the constraint.

AI

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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.

GLM-4.7 Now Available on io.intelligence
GLM-4.7 Now Available on io.intelligence
IO.NET Team
- Jan 13, 2026

GLM-4.7 is now live on io.intelligence. Z.ai's open-source coding model scores 84.9% on LiveCodeBench vs Claude's 64%. Access it via a single API endpoint.

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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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.

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.

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.

Latest By Topic (84)

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AllArtificial IntelligenceDeveloper ResourcesAI Startup CornerAI Infrastructure & ComputeIO CloudIO IntelligenceCompany UpdatesCybersecurityBlockchain & Web3Success StoriesTech Trends
Growing the IO Community
Growing the IO Community
IO.NET Team
- Jul 8, 2024

IO launches Dev Hub community for builders using IO Intelligence. Early adopters like Soh are creating innovative AI agents and sharing projects.

How to Scale AI Without Getting Strangled By Infrastructure Costs
How to Scale AI Without Getting Strangled By Infrastructure Costs
IO.NET Team
- Jun 24, 2024

Scale AI infrastructure for 90% less with decentralized GPU networks. Avoid Big Tech pricing while maintaining enterprise performance for startups.

How Decentralized AI Infrastructure Solves GPU Bottlenecks for Machine Learning Teams
How Decentralized AI Infrastructure Solves GPU Bottlenecks for Machine Learning Teams
IO.NET Team
- Jun 10, 2024

Decentralized GPU networks cut AI training costs by up to 70%, boost flexibility, and overcome centralized cloud bottlenecks for scalable, global ML.

Optimized Resource Sharing: The Key to Multi-Agent Collaboration
Optimized Resource Sharing: The Key to Multi-Agent Collaboration
IO.NET Team
- May 6, 2024

Multi-agent systems are the future of autonomous work. io.net's decentralized GPUs enable seamless collaboration between AI, robots, and IoT devices.

How Blockchain is Powering the Future of Cloud Computing on io.net
How Blockchain is Powering the Future of Cloud Computing on io.net
IO.NET Team
- Apr 29, 2024

Blockchain meets cloud computing: io.net uses smart contracts and Solana for instant GPU payments, automated rentals, and zero middlemen fees.

io.net + Zerebro: AI Agent Leverages Decentralized GPUs for Ethereum Debut
io.net + Zerebro: AI Agent Leverages Decentralized GPUs for Ethereum Debut
IO.NET Team
- Apr 22, 2024

AI agent Zerebro taps io.net's decentralized GPU network to power Ethereum validation, merging autonomous AI with blockchain infrastructure.

io.net vs. Akash vs. Render Network: Which Decentralized Platform Actually Delivers?
io.net vs. Akash vs. Render Network: Which Decentralized Platform Actually Delivers?
IO.NET Team
- Apr 8, 2024

Everyone’s chasing affordable, scalable computing power these days. So platforms like io.net, Akash, and Render Network are all stepping in to meet that demand. They’re all leveraging underused resources, but each one has its own unique approach. So, how do they actually compare when it comes to approach, cost, performance, and scalability? Let’s break it down. io.net: The Internet of GPUs io.net is laser-focused on cranking out affordable, scalable GPU power for AI and machine learning. And h

GPU Shortage Crisis: Why Smart AI Teams Are Ditching Big Tech Cloud
GPU Shortage Crisis: Why Smart AI Teams Are Ditching Big Tech Cloud
IO.NET Team
- Apr 1, 2024

"The 2025 GPU shortage drives high costs and limited access, but IO Cloud offers decentralized, scalable, and affordable GPU power worldwide."

Will AI Agents Replace Human Workers?
Will AI Agents Replace Human Workers?
IO.NET Team
- Mar 25, 2024

Discover which jobs AI agents will replace first and how decentralized computing accelerates automation. Learn which industries face disruption and how workers can adapt to thrive alongside AI.

AI Developers Need Real-Time Monitoring - Here’s Why
AI Developers Need Real-Time Monitoring - Here’s Why
IO.NET Team
- Mar 18, 2024

io.Intelligence delivers real-time monitoring for AI workloads, helping optimize performance, cut costs, and ensure reliable system stability.

Developer & Technical Guides: Building on io.net
Developer & Technical Guides: Building on io.net
IO.NET Team
- Mar 11, 2024

"IO.net offers a decentralized GPU cloud, enabling scalable, cost-effective AI training, rendering, and simulations with global resources."

The Ultimate Guide to Effective AI Communication Prompt Frameworks
IO.NET Team
- Jan 9, 2024

Master effective AI communication prompt frameworks including R-T-F, T-A-G, B-A-B, C-A-R-E, and R-I-S-E to unlock better AI results and consistent outputs.

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