Token Economy

Token economy refers to the cost structure of AI usage, where you pay based on the number of tokens (roughly words) processed. Understanding token economics helps vibe coders optimize their AI spending — choosing the right model for each task, managing context length, and avoiding unnecessarily expensive operations.

Example

Claude Opus costs $15 per million input tokens. A complex coding session with 100K tokens of context costs $1.50 per request. Using Haiku for simple tasks at $0.25 per million tokens could save 98% for straightforward code generation.

Every token has a price. Understanding token economics helps you build AI-powered products that are both effective and sustainable.

How AI Pricing Works

Most AI providers charge per token:

ComponentWhat It Costs
Input tokensWhat you send to the model
Output tokensWhat the model generates
ContextEverything in the conversation window

Output tokens are typically more expensive than input tokens.

Optimizing Token Spend

As a Developer Using AI Tools

  • Use the right model for the task — Don't use Opus for simple formatting
  • Keep prompts focused — Include relevant context, not everything
  • Cache common prompts — Reuse system prompts across sessions
  • Model switching — Expensive model for planning, cheaper for execution

As a Product Builder

  • Set usage limits — Cap tokens per user per day
  • Cache responses — Store and reuse common AI responses
  • Batch operations — Combine multiple small requests
  • Optimize prompts — Shorter prompts that produce the same quality

Cost Estimation

A rough guide for text:

  • 1 token ≈ 0.75 words
  • 1,000 tokens ≈ 750 words ≈ 1-2 pages
  • A typical code file is 500-2,000 tokens
  • A full conversation might use 10K-100K tokens

Token Economics for AI Products

If your product calls AI APIs:

  • Calculate cost per user action — What does each AI feature cost?
  • Set pricing accordingly — Your price must cover AI costs plus margin
  • Monitor usage — Track token consumption across users
  • Optimize over time — Reduce costs through prompt engineering and caching
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