CompareLLM
CompareLLM.ai
Live
LeaderboardModelsCompareStacksBest ofGuidesNewsMethod
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

  1. Home
  2. Guides
  3. How to read LLM prices ($/1M tokens)
CompareLLM Practical Guide
Updated 2026-08-16

How to read LLM prices ($/1M tokens)

List price is not your invoice. Cache, retries, long context, and output tokens move the real bill.

Quick answer

Input $/1M is what you pay to send the prompt (and usually the RAG dump). Output $/1M is what you pay for the reply. Coding agents spend more on output. RAG spends more on input.
1Section 1

Two numbers, not one

Input $/1M is what you pay to send the prompt (and usually the RAG dump). Output $/1M is what you pay for the reply. Coding agents spend more on output. RAG spends more on input.

CompareLLM pair pages sketch three list-price scenarios. They are not a finance model. Cache hits, batch APIs, and long-context surcharges are not in the cell.

2Section 2

Why a “cheap” model can cost more

If it retries three times or dumps a 100k context on every turn, the cheaper row loses. Compare the pair page, then measure on your own traffic.

Ready to evaluate your stack?

Calculate your optimal model weights with Stack Engine or compare top models head-to-head.

Stack EngineCompare HubWhat is Elo?