Models / OpenAI/ GPT-5.3-Codex

GPT-5.3-Codex

OpenAI · released Feb 24, 2026

Input: text, images and documents. Output: text.InputOutput
Type
Closed
Input
$1.75
Output
$14.00
Cached
$0.17

List price · per 1M tokens · OpenAI at 400K context · source ↗

Our take

Written Sep 2, 2026

GPT-5.3-Codex is a proprietary coding specialist from OpenAI that can handle up to 400,000 tokens in a single request and accepts text, images and files. It scores well on human-rated web development tasks, though its benchmark coverage is narrow for a model pitched at coders.

Who should pick it

Pick this when human-rated web development quality matters and you need a very large context window for codebases. Choose the standard tier for 69 tokens per second, or premium tiers for up to 87 if the extra speed justifies paying twice as much. Skip it if you need measured performance on general coding or reasoning, or if you want the fastest throughput at the standard price — Azure is less than half the speed for the same rate.

The case for it

  • Strong human-rated performance on web-app building tasks, with an Arena Code score of 1408.3 from human votes.
  • 400,000-token request limit, very large for codebases and documentation.
  • Throughput scales with tier on OpenAI direct: up to 87 tokens per second at the premium tier.

The case against it

  • Double the output cost for premium tiers brings only 10–26% more throughput.
  • Only one benchmark measured: no general coding, reasoning or chat scores disclosed.
  • Azure throughput is less than half that of OpenAI at the same price tier.
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How good is it?

EverydayGeneral questions and everyday reasoning

not measured

Not yet scored on Arena Text (overall).

CodingWriting and fixing code on its own

Scored, not ratedArena Code (WebDev) · 57th of 95 · 1408

Not yet scored on Arena Coding. It is on Arena Code (WebDev), in 57th of 95 with 1408.

AgenticPlanning, calling tools, staying on task

not measured

Not yet scored on Arena Agent.

WritingDrafting and rewriting prose

not measured

Not yet scored on Arena Creative Writing.

Every published score for this model1 scoreEvery figure we hold, from 1 board, with who ran it and a link to the source — including the boards no rating above is built on.
1408source ↗
01

Where to rent it

Prices checked 4 hours ago — each listing carries its own date.

Cheapest published offer

OpenAI, through OpenRouter

The lab is also the cheapest we hold. The strip above and this offer are the same one, so nothing on this page undercuts OpenAI on 400K of context.

per 1M tokens
$1.75 in / $14.00 out
Context served
400K
Throughput
~62 tok/s
Current provider offers with price, context and prompt-privacy answers
ProviderIn / out per 1M tokensContextThroughputTrains on promptsLogs promptsZero retention
OpenRouterOpenRouter's own listing$1.75 / $14.00checked 4 hours ago400Knot measuredUnknownUnknownUnknown
Microsoft Azure AIThrough OpenRouter$1.75 / $14.00checked 4 hours ago400K128K max reply35 tok/sNoNoConfirmed
OpenAIThrough OpenRouter$1.75 / $14.00checked 4 hours ago400K128K max reply62 tok/sNoYesunknown periodUnknown
OpenAIfast tierThrough OpenRouter$3.50 / $28.00checked 4 hours ago400K128K max reply8 tok/sNoYesunknown periodUnknown

Across the 4 listings we hold: 3 say they do not train on prompts, 0 say they do and 1 does not say. 1 appears in the zero-retention registry we check; the rest are unknown to us.

What each host's API supports

From the parameter list each endpoint publishes. Streaming is omitted: nothing we hold reports it, for any model.

API features per host
ProviderTool callingJSON outputStrict schema
OpenRouterOpenRouter's own listing✓✓✓
Microsoft Azure AIThrough OpenRouter✓✓✓
OpenAIThrough OpenRouter✓✓✓
OpenAIfastThrough OpenRouter✓✓✓

Tool calling: 4 of 4 listings say yes. JSON output: 4 of 4 listings say yes. Strict schema: 4 of 4 listings say yes.

02

Models people weigh against GPT-5.3-Codex

03

When we formed this view

Recent changes

Sep 25, 2026BenchmarkScored 1408 via codex-harness on Arena Code (WebDev)
What movedleaderboard
Jul 26, 2026ListedListed on LLMap
What movedfirst indexed by our pipeline
Feb 24, 2026AnnouncedGPT-5.3-Codex announced by OpenAI

Each date is the day we first saw the change, or the day the maker announced it.

What we do not know about this model yet

  • Nothing we hold says whether an endpoint streams, so we do not show it either way.
  • 1 of 4 listings does not say whether it trains on prompts.
  • We hold no batch or off-peak rate for any of its listings.
04

Licence and identifiers

What the licence allowsWe hold no licence record for this model. Inside are the identifiers you need to pull it — its Hugging Face repo where we have one, our slug and a machine-readable card.

Licence

We hold no licence record for this model, and no record of published weights either — so we can neither summarise its terms nor point you at the weights.

Identifiers

Takes in, gives back
Text, images and documents in, text out
Catalogue slug
openai-gpt-5-3-codex

Machine-readable model card (omc.json) →

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