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Cut Your LLM API Costs: Guides and Free Tools

Short, practical guides and calculators for AI startups that want a smaller API bill without worse answers.

Guide

How to Cut Your OpenAI API Costs

Seven fixes that lower an OpenAI bill without hurting quality, from prompt caching to the Batch API.

Guide

How to Cut Your Anthropic API Costs

Prompt caching, batching, model choice and effort: how to lower a Claude API bill without losing quality.

Free tool

LLM API Cost Calculator

Estimate cost per request, per day and per month for any model, with prompt caching included.

Free tool

LLM Token Counter

Paste any prompt to estimate its tokens, cost per request and monthly input cost.

Guide

How to Calculate LLM Cost Per Request

The formula, a worked example, and why cost per request beats watching the total bill.

Guide

Cost Regression Protection for LLM Apps

What makes LLM costs creep back after you cut them, and how to catch it after every deploy.

Guide

LLM Cost Optimization: The Complete Guide

The full playbook: what drives your LLM bill and every lever that lowers it, in order.

Guide

Prompt Caching, Explained

How caching works at OpenAI, Anthropic and Google, and why it silently misses.

Guide

How to Cut Your Gemini API Costs

Caching, Batch Mode, Flash routing and thinking controls for a smaller Gemini bill.