How to Reduce LLM Token Costs: 10 Practical Ways to Lower AI API Spend
A practical guide to lowering LLM token costs with prompt optimization, model routing, caching, batch processing, and AI API budget planning.
10 min read - Updated 2026-06-19AI token and API cost guides for builders.
Plain-English articles about token usage, API pricing, budgeting, and cost optimization.
OpenAI API Cost Calculator: How to Estimate Monthly AI Spend
A practical guide to forecasting OpenAI API spend from tokens, requests per day, active users, and model pricing.
6 min read - Updated 2026-06-16Input Tokens vs Output Tokens: Why AI API Costs Are Different
Understand the difference between input and output tokens and why output tokens usually drive a large share of AI API bills.
5 min read - Updated 2026-06-16How to Reduce AI API Costs Without Hurting Product Quality
A practical checklist for lowering AI API spend with prompt trimming, model routing, caching, batching, and usage limits.
7 min read - Updated 2026-06-16