Basics
What makes an LLM API cheap
An LLM API is cheap when the whole bill for your work is low, and that depends on the model you pick, its output price and your mix of tokens more than on any one headline rate.
Low-cost LLM APIs
Answer in brief
10 short entries on the questions people ask around low-cost LLM APIs.
Each opens with its answer, then gives the detail and the terms behind it.
Basics
An LLM API is cheap when the whole bill for your work is low, and that depends on the model you pick, its output price and your mix of tokens more than on any one headline rate.
Output
Output tokens cost more than input tokens on nearly every listing, so for work that writes long answers the output price decides whether an LLM API is cheap.
Mix
Your mix is the number of input tokens you use for each output token, and it decides which of an API’s two prices you are really paying.
Free tiers
A free tier saves money only while your use stays inside its limits, and those limits are set low on purpose.
Reading prices
A lowest listed price is the lowest rate published for a model on the day it was read, and it says nothing yet about precision, limits or whether it will be there tomorrow.
Model choice
The cheapest way to call an LLM is usually a smaller model, since a flash variant is priced far below the full model of its family.
Input
Prompt caching bills the repeated opening of a prompt at a lower cached rate, which makes input-heavy work cheaper without changing the model.
Context
Long prompts are billed as input on every request, so on long-context work the input price and the context window decide what is cheap.
Budgeting
A fixed budget buys a number of tokens that depends on the model and on your mix, so the same money can cover a month of one workload and a day of another.
Total cost
The token price is not the whole cost of an LLM API: retries, rate limits, weak answers that need a second pass and the work of switching providers all add to it.
Checklists are original editorial guidance. Published prices do not establish availability.
Cheapest LLM API. “Topics.” Content reviewed 12 Nov 2026. https://cheapestllmapi.dev/topics