Stories from the gateway
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 readCost & 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 readCost & Pricing
Context Window Cost Tradeoffs: Bigger Is Not Free
· 8 min readCost & Pricing
Cost Per Pull Request: A Unit Metric Worth Tracking
· 8 min readCost & Pricing
Cutting Token Usage Without Making Answers Worse
· 8 min readCost & Pricing
Forecasting AI Spend Without Guessing
· 8 min readCost & Pricing
Free AI API Tiers: How to Compare Limits That Keep Moving
· 8 min readCost & Pricing
Input vs Output Token Pricing: Which One Actually Bills You
· 7 min readCost & Pricing
Is Unlimited AI Actually Unlimited?
· 9 min readCost & Pricing
Measuring AI ROI for Developers Without Fooling Yourself
· 8 min readCost & Pricing
Per-Token vs Flat-Rate AI Pricing: Run the Numbers Yourself
· 7 min readCost & Pricing
Prompt Caching Economics: Break-Even, TTL and Hit Rate
· 8 min readCost & Pricing
Self-Hosting vs a Managed API: Find Your Break-Even
· 9 min readCost & Pricing
Setting an AI Budget for a Small Engineering Team
· 8 min readReady to start?
Every model, one key. Start free and upgrade when you are ready.

