An atlas of AI economics
Follow the money behind intelligence.
AI looks like software. Underneath, it is a system of chips, power, models, labor and capital. Choose a thread and follow it all the way down.
- Topic worlds
- 06
- Published analyses
- 105
- Live tools
- 20
Six connected systems
Pick a point of entry.
Each path starts with the big picture, then moves into the evidence, tradeoffs and tools behind it.
AI costs
Token prices are the sticker. Context, retries, subscriptions and unfinished work decide the bill.
Start hereWhy Is My AI API Bill So High? 8 Causes and Fixes- The Price Reversal Phenomenon: When Cheaper AI Costs More
- GPT-5.6 vs Claude Fable 5: Which Costs Less Per Task?
Enter this topic worldModel your cost per taskCoding agents
The model matters. The harness, workflow and economics around it often matter more.
Start hereThe 2026 AI Coding Agent Landscape: Leaders, Costs, Harness- Best Claude Code Agentic Workflows: 2026 Playbook
- Build Your Own Agent Harness or Buy Claude Code?
Enter this topic worldMap the agent landscapeModels & benchmarks
Leaderboards compress messy reality into one number. Learn what survives outside the test.
Start hereBest Open-Weight AI Models in 2026- Are AI Benchmarks Reliable? How the Scores Get Gamed
- Harbor-Index: The AI Benchmark Where Nothing Tops 30%
Enter this topic worldExplore the value leaderboardLocal AI & hardware
Memory capacity, bandwidth and utilization determine whether local inference is freedom or overhead.
Start hereWhy Local LLMs Got Good in 2026: Capability & Cost- How Much RAM Do You Need to Run a Local LLM?
- Local LLM Tokenomics: Self-Hosted Cost Per Token (2026)
Enter this topic worldCheck what your hardware can runCompute infrastructure
Behind every model is a physical and financial stack measured in gigawatts, GPUs and debt.
Start hereWhat Is an AI Data Center? Cost, Power, and Scale- AI Data Center Financing 2026: Inside the $700B Buildout
- AI Training Costs 2026: GPT-5.6, Claude Fable 5, Gemini
Enter this topic worldCompare inference providersAI markets
Productivity, publishing and national strategy reveal where AI is creating value—and moving it.
Start hereThe AI Productivity Paradox: A Central Bank Measured It- World Models: Why AI's Biggest Names Bet Billions in 2026
- AI Search Broke the Web's Business Model. What Replaces It.
Enter this topic worldFollow AI adoption by country
New signals
Fresh from the field.
The record
Checkable, not just readable.
Numbers are attributed at the claim, not at the bottom. Datasets ship as JSON so you can cite the data instead of scraping the page. Every post states how many sources it rests on and when those numbers were last checked, and every error gets a correction.
- Published analyses
- 105
- Free tools
- 20
- Open datasets
- 15
- JSON endpoints
- 6
- Last published
- Jul 31, 2026