The longest single response each of 38 tracked models can return, largest first, with the equivalent word count and what a full-length answer costs at list price.
Limits from the AI Gateway catalog on September 3, 2026; prices are the live list price. Words assume 0.75 words per token.
Full response = max output tokens × output price, a ceiling at list rates. Models without a published output limit are not listed.
Frequently asked questions
What does max output tokens mean?
It is the longest single response a model will return in one request, measured in tokens (about 0.75 English words each). It is separate from the context window: the context window is how much the model can read, including your prompt; the max output is how much it can write back at once. If you need more than the limit, you continue in a follow-up turn.
Which AI model has the largest max output?
GLM-5.3 (Z.ai) has the largest maximum output of the 38 models tracked here: 1M tokens per response, roughly 750,000 words. 26 models can return 128K tokens or more in one response.
What is the cheapest model for long outputs?
Among models that can return at least 64K tokens in one response, DeepSeek V4-Flash has the lowest output price at $0.28/1M tokens. A maximum-length 384k tokens response costs about $0.11 at list price. Long outputs are billed on output tokens, which are usually several times the input rate.
How much does a maximum-length response cost?
Output tokens × output price. For GLM-5.3, a full 1M tokens response costs about $4.40 at $4.4/1M. The table above shows the same figure for every model; it is a ceiling, since most responses stop well short of the limit.
Why does a model stop before reaching its max output?
Models end a response when they judge it complete, when your request sets a lower limit (max_tokens), or when the context window fills up because a long prompt plus a long answer must fit together. The published maximum is what the API allows, not what the model usually produces. If you need a long document, ask for it in sections.
Which tracked models have the smallest max output?
DeepSeek R1 has the smallest published maximum on this page at 8k tokens per response. Smaller limits are common on older or speed-focused models and are fine for chat, classification, and short drafts.