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Cost & Pricing

AI on a Student or Solo Developer Budget

You do not need a frontier model for most of what you do. A practical guide to getting real work done on AI when the budget is small and the meter is scary.

· 8 min read
Cost & Pricing

Batching Requests to Save Money: When It Pays

Batch endpoints trade latency for a large discount, and packing items into one prompt amortises overhead. Here is when each pays and when neither does.

· 8 min read
Cost & Pricing

Context Window Cost Tradeoffs: Bigger Is Not Free

· 8 min read
Cost & Pricing

Cost Per Pull Request: A Unit Metric Worth Tracking

· 8 min read
Cost & Pricing

Cutting Token Usage Without Making Answers Worse

· 8 min read
Cost & Pricing

Forecasting AI Spend Without Guessing

· 8 min read
Cost & Pricing

Free AI API Tiers: How to Compare Limits That Keep Moving

· 8 min read
Cost & Pricing

Input vs Output Token Pricing: Which One Actually Bills You

· 7 min read
Cost & Pricing

Is Unlimited AI Actually Unlimited?

· 9 min read
Cost & Pricing

Measuring AI ROI for Developers Without Fooling Yourself

· 8 min read
Cost & Pricing

Per-Token vs Flat-Rate AI Pricing: Run the Numbers Yourself

· 7 min read
Cost & Pricing

Prompt Caching Economics: Break-Even, TTL and Hit Rate

· 8 min read
Cost & Pricing

Self-Hosting vs a Managed API: Find Your Break-Even

· 9 min read
Cost & Pricing

Setting an AI Budget for a Small Engineering Team

· 8 min read

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