OpenAI / generation

GPT-5.4 family

GPT-5.4 variants retain their own model IDs, prices and rating coverage. API usage is separate from a ChatGPT subscription; Codex and Pro labels need endpoint-specific interpretation.

Family research reviewed · Official source notes below

Standard models
5
Independently rated
3 / 5
Known token rates
5 / 5
Global balanced frontier
0

This collection organises accepted catalogue identities. It does not certify equal weights, a shared licence, benchmark equivalence or current availability on every serving platform.

Compare exact catalogue rows

USD per 1M tokens. In / out are listed base rates; expand billing conditions before planning a request. LMArena scores measure the general preference board, not success on your engineering task. Unknown stays unknown.

Image-labelled products

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
GPT-5.4 Image 2openai/gpt-5.4-image-2Unrated$8.00 / $15.00Listed base rates
Billing details
Cached input
$2.00
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

272,000Output 128,000image · text · fileTools no · reasoning yesWeights unknownReleased 2026-04-21

Pro-labelled catalogue rows

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
GPT-5.4 Proopenai/gpt-5.4-proUnrated$30.00 / $180Context tiers apply
Billing details
Cached input
Unknown
Separate reasoning
Not separately listed
  • Above 272,000 input tokens: $60.00 in / $270 out; cached unknown.

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,050,000Output 128,000text · image · fileTools yes · reasoning yesWeights unknownReleased 2026-03-05

Other generation members

ModelLMArenaInput / output $/MContext / max outputCapabilities & conditions
GPT-5.4 Nanoopenai/gpt-5.4-nano1372.9±3.9 interval half-widthEffort: high$0.200 / $1.25Listed base rates
Billing details
Cached input
$0.020
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

400,000Output 128,000file · image · textTools yes · reasoning yesClosed weightsReleased 2026-03-17
GPT-5.4 Miniopenai/gpt-5.4-mini1412.1±3.8 interval half-widthEffort: high$0.750 / $4.50Listed base rates
Billing details
Cached input
$0.075
Separate reasoning
Not separately listed

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

400,000Output 128,000file · image · textTools yes · reasoning yesClosed weightsReleased 2026-03-17
GPT-5.4openai/gpt-5.41452.6±3.8 interval half-widthEffort: default$2.50 / $15.00Context tiers apply
Billing details
Cached input
$0.250
Separate reasoning
Not separately listed
  • Above 272,000 input tokens: $5.00 in / $22.50 out; cached $0.500.

Tool, media, cache-write and service-tier charges may add dimensions. Read the full model evidence.

1,050,000Output 128,000text · image · fileTools yes · reasoning yesClosed weightsReleased 2026-03-05

Free and batch variants

These rows have different access or processing conditions. They are excluded from the standard-row counts above. A variant without a standard base remains a separately named variant.

Sources and scope

  • OpenAI model catalogue ↗

    Exact named models on the vendor platform; not a promise about every reseller

    Checked 2026-09-22 · official document opened and inspected

Source review does not refresh a price or transplant a benchmark score. Read the method and correction policy.

Questions this page answers

Are the GPT-5.4 family models interchangeable?

No. These are exact catalogue rows with separate capability, pricing and rating evidence. Compare the checkpoint, serving endpoint, reasoning settings and required input types. A family name does not establish equivalent behaviour.

How many OpenAI rows are compared here?

5 standard rows, of which 3 have an accepted LMArena general score and 5 have known input and output token rates. 4 related free or batch variants are listed separately.

What do the prices and frontier counts mean?

Prices below are listed US dollars per million input or output tokens, before request-specific context tiers and other billing dimensions. The frontier count comes from the global balanced view. Neither a family price range nor a benchmark difference proves your task will be cheaper or more successful.

How current are the official notes?

The linked family research was reviewed 2026-09-22. That date is separate from each accepted catalogue observation and each vendor’s effective date. An official note applies to its named platform, not automatically to every reseller.

Evidence & Ask