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io.net blog

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.

How Wondera Scaled AI Music Creation to 200,000 Users with io.net
How Wondera Scaled AI Music Creation to 200,000 Users with io.net
IO.NET Team
- Nov 14, 2025

Wondera cut AI training costs 75% and scaled to 200,000 users in 4 months using io.net's decentralized GPU infrastructure, launching 3 months ahead of schedule.

Latest

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.

How Wondera Scaled AI Music Creation to 200,000 Users with io.net
How Wondera Scaled AI Music Creation to 200,000 Users with io.net
IO.NET Team
- Nov 14, 2025

Wondera cut AI training costs 75% and scaled to 200,000 users in 4 months using io.net's decentralized GPU infrastructure, launching 3 months ahead of schedule.

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.

Introducing Unified Chat: One Interface for Every AI Model and Tool
Introducing Unified Chat: One Interface for Every AI Model and Tool
IO.NET Team
- Nov 4, 2025

Unified Chat is the single, intelligent AI workspace that unifies every model and tool. Auto-routes for optimal quality and cost. End fragmentation.

How Vistara Labs’ Platform Built 5,600 Apps in 2 Months with io.net
How Vistara Labs’ Platform Built 5,600 Apps in 2 Months with io.net
IO.NET Team
- Oct 31, 2025

Vistara Labs used io.net to scale its Zaara AI platform, building 5,600 apps in two months while cutting compute costs by 3x and achieving zero infrastructure failures.

GPU as a Service: Financial Guide for AI Startups
GPU as a Service: Financial Guide for AI Startups
IO.NET Team
- Oct 31, 2025

Complete financial framework for GPU infrastructure decisions. Cost modeling, ROI analysis & budget optimization for AI companies.

AI

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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.

Introducing Unified Chat: One Interface for Every AI Model and Tool
Introducing Unified Chat: One Interface for Every AI Model and Tool
IO.NET Team
- Nov 4, 2025

Unified Chat is the single, intelligent AI workspace that unifies every model and tool. Auto-routes for optimal quality and cost. End fragmentation.

io.net Breaks $20M in Annualized On-Chain Revenue
io.net Breaks $20M in Annualized On-Chain Revenue
IO.NET Team
- Oct 21, 2025

io.net surpasses $20M in verifiable on-chain revenue, proving decentralized GPU infrastructure can compete with AWS and GCP on cost, performance, and real-world adoption.

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 as a Service: Financial Guide for AI Startups
GPU as a Service: Financial Guide for AI Startups
IO.NET Team
- Oct 31, 2025

Complete financial framework for GPU infrastructure decisions. Cost modeling, ROI analysis & budget optimization for AI companies.

ML Model Deployment: Cut Costs 90% With Decentralized Infrastructure
ML Model Deployment: Cut Costs 90% With Decentralized Infrastructure
IO.NET Team
- Oct 14, 2025

Model deployment connects trained ML models to users, yet most stall due to cloud costs and vendor lock-ins. Decentralized platforms cut costs 90%.

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.

Quick Reads

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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.

io.net Breaks $20M in Annualized On-Chain Revenue
io.net Breaks $20M in Annualized On-Chain Revenue
IO.NET Team
- Oct 21, 2025

io.net surpasses $20M in verifiable on-chain revenue, proving decentralized GPU infrastructure can compete with AWS and GCP on cost, performance, and real-world adoption.

How Decentralized GPU Networks Are Powering the Next Generation of AI
How Decentralized GPU Networks Are Powering the Next Generation of AI
IO.NET Team
- Oct 6, 2025

Forget AWS's $37/hour GPU costs. Decentralized networks deliver the same power for 50-70% less, turning idle gaming rigs into AI supercomputers.

Latest By Topic (71)

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Distributed Computing Architecture: Building Scalable Systems
Distributed Computing Architecture: Building Scalable Systems
IO.NET Team
- Jul 28, 2025

Distributed systems power AI/ML with scalability, fault tolerance, and performance, yet 73% fail to scale, demanding careful design and optimization.

Cloud vs Edge Computing: Which Architecture Fits Your Needs?
Cloud vs Edge Computing: Which Architecture Fits Your Needs?
IO.NET Team
- Jul 24, 2025

Comparing cloud and edge computing architectures. Explaining when to use each model and how hybrid approaches optimize latency, scalability, and cost efficiency.

The Essential Guide to Cost-Effective MLOps
The Essential Guide to Cost-Effective MLOps
IO.NET Team
- Jul 7, 2025

Most ML models fail not from bad algorithms but from $50K/month cloud bills. Learn how decentralized GPUs slash costs 70% while keeping enterprise performance.

Machine Learning Pipeline Infrastructure: The Hidden Bottlenecks Costing Startups
Machine Learning Pipeline Infrastructure: The Hidden Bottlenecks Costing Startups
IO.NET Team
- Jun 23, 2025

Centralized ML pipelines hamper AI innovation. Learn how io.net’s decentralized infrastructure eliminates bottlenecks for startups

How io.net Cut AI Research Costs 92.8% for Frodobots-UC Berkeley Breakthrough
How io.net Cut AI Research Costs 92.8% for Frodobots-UC Berkeley Breakthrough
IO.NET Team
- Jun 16, 2025

How a Singapore robotics startup proved their navigation AI dataset was 25x larger than competitors—and cut compute costs by 92.8% with io.cloud

Decentralized ML Infrastructure: Outperforming Big Tech Cloud Monopolies
Decentralized ML Infrastructure: Outperforming Big Tech Cloud Monopolies
IO.NET Team
- Jun 9, 2025

Distributed GPU networks are breaking Big Tech's ML infrastructure monopoly with 90% cheaper training, instant scaling, and democratized AI compute

What Is Vibe Coding? io.net & Void Fix Productivity Death Spirals
What Is Vibe Coding? io.net & Void Fix Productivity Death Spirals
IO.NET Team
- Jun 2, 2025

Tired of 25-call limits killing your AI coding flow? Learn how io.net and Void Editor unlock truly autonomous development without artificial constraints.

Introducing Total Network Earnings: Transparent Trust
Introducing Total Network Earnings: Transparent Trust
IO.NET Team
- May 19, 2025

io.net launches Total Network Earnings (TNE) for complete transparency in AI infrastructure costs with real-time tracking, automated payments, and verifiable metrics.

io.net Turns One: Building the Intelligent Stack for AI
io.net Turns One: Building the Intelligent Stack for AI
IO.NET Team
- May 12, 2025

io.net celebrates its first anniversary, showcasing growth to 10,000+ GPUs across 138 regions and $13M revenue while democratizing AI infrastructure access.

io.net Powers Privacy-First AI Training with Flashback Labs' Stargazer
io.net Powers Privacy-First AI Training with Flashback Labs' Stargazer
IO.NET Team
- May 5, 2025

io.net enables privacy-first AI training through Flashback Labs' Stargazer model, using federated learning and TEEs to protect personal data during training.

Launch I/O: Build Real-World Agents with io.intelligence
Launch I/O: Build Real-World Agents with io.intelligence
IO.NET Team
- Apr 28, 2025

Launch I/O is a 35-day hackathon where developers build autonomous AI agents using io.intelligence's unified toolkit, with $6,500 in prizes and ecosystem access.

Injective & io.net: Expanding Decentralized Compute to Power The Future of DeFAI
Injective & io.net: Expanding Decentralized Compute to Power The Future of DeFAI
IO.NET Team
- Apr 21, 2025

Injective partners with io.net to revolutionize DeFAI development by combining AI-driven blockchain tools with decentralized GPU computing infrastructure.

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