Models / OpenAI/ GPT-4o-mini (2024-07-18)

GPT-4o-mini (2024-07-18)

OpenAI · released Jul 18, 2024

Input: text, images and documents. Output: text.InputOutput
Type
Closed
Input
$0.15
Output
$0.60
Cached
$0.075

List price · per 1M tokens · OpenAI at 128K context · machine-readable source ↗

Our take

Written Sep 30, 2026

GPT-4o-mini is a hosted-only model from OpenAI: we list no download for it, so using it means choosing a host. It takes text, images and files in one request, and it is cheap — but every board we hold places it near the bottom of its field, so pick it for cost and convenience rather than answer quality.

Who should pick it

Use it for cheap hosted work where the question arrives with a screenshot or a document attached, or for prototyping and high-volume background jobs where the bill matters more than answer quality. Its large request capacity means a long report or a stack of documents need not be split up first, though reliable recall across all of it is unverified in our data. Skip it if the task needs measured coding, maths or instruction-following strength, or if you need a model you can run on your own machine.

The case for it

  • Images and files go into the same request as the text, so a screenshot or a document does not have to be described in words first.
  • The request capacity leaves room for a long report or a stack of documents beside the question, though room to hold it is not a guarantee of accurate recall.
  • Both listed hosts charge the same rate, so the choice between them is not a price decision.

The case against it

  • Near the bottom of the Arena Text field, at 139th of 168 as of 25 Sep 2026 — a board that records which answer people preferred rather than whether it was correct.
  • Weak on coding by both measures we hold: 144th of 168 on Arena Coding as of 25 Sep 2026, and 15th of 16 on LiveCodeBench as of 28 Sep 2026, which covers set-piece competitive programming problems rather than fixing issues in an existing project.
  • Weak on maths and hard prompts, at 142nd of 163 on Arena Maths as of 25 Sep 2026 and 147th of 168 on Arena Hard Prompts as of 25 Sep 2026, both preference boards rather than correctness tests.
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How good is it?

A small text model for chat and quick answers, though it trails most models on everyday questions, writing and code.

Less good at
  • getting answers to everyday questionsArena Text (overall) · 139th of 168
  • drafts, rewrites and editingArena Creative Writing · 131st of 168
  • writing and completing codeArena Coding · 144th of 168

EverydayGeneral questions and everyday reasoning

1.5 of 5

Arena Text (overall)139th of 168 · 1318

Arena Hard Prompts 147th of 168Arena Maths 142nd of 163

CodingWriting and fixing code on its own

1.5 of 5

Arena Coding144th of 168 · 1348

LiveCodeBench 15th of 16

AgenticPlanning, calling tools, staying on task

not measured

Not yet scored on Arena Agent.

WritingDrafting and rewriting prose

1.5 of 5

Arena Creative Writing131st of 168 · 1294

Arena Creative Writing is the only board that has scored it for this.

Other boards it appears on
Arena Instruction Following 141st of 168

These tests check whether a model follows instructions — a precondition for all the work above, but not a measure of how well that work is done.

Every published score for this model7 scoresEvery figure we hold, from 7 boards, with who ran it and a link to the source — including the boards no rating above is built on.
35.5source ↗
1348source ↗
1294source ↗
1311source ↗
1275source ↗
1318source ↗
01

Where to rent it

Prices checked 2 hours ago — each listing carries its own date.

Cheapest published offer

OpenAI, direct

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 128K of context.

per 1M tokens
$0.15 in / $0.60 out
Context served
128K
Throughput
~44 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$0.15 / $0.60checked 2 hours ago128Knot measuredUnknownUnknownUnknown
OpenAIDirect$0.15 / $0.60checked 2 hours ago128K16K max reply44 tok/sNoYesunknown periodUnknown

Across the 2 listings we hold: 1 says it does not train on prompts, 0 say they do and 1 does not say. 0 appear 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✓✓✓
OpenAIDirect✓✓✓

Tool calling: 2 of 2 listings say yes. JSON output: 2 of 2 listings say yes. Strict schema: 2 of 2 listings say yes.

02

Models people weigh against GPT-4o-mini (2024-07-18)

03

When we formed this view

Recent changes

Sep 28, 2026BenchmarkScored 35.5 on LiveCodeBench
What movedleaderboard
Sep 25, 2026BenchmarkScored 1348 on Arena Coding
What movedleaderboard
Sep 25, 2026BenchmarkScored 1294 on Arena Creative Writing
What movedleaderboard
Sep 25, 2026BenchmarkScored 1311 on Arena Hard Prompts
What movedleaderboard
Sep 25, 2026BenchmarkScored 1293 on Arena Instruction Following
What movedleaderboard
Sep 25, 2026BenchmarkScored 1275 on Arena Maths
What movedleaderboard
Sep 25, 2026BenchmarkScored 1318 on Arena Text (overall)
What movedleaderboard
Jul 26, 2026ListedListed on LLMap
What movedfirst indexed by our pipeline
Jul 18, 2024AnnouncedGPT-4o-mini (2024-07-18) 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 2 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-4o-mini-2024-07-18

Machine-readable model card (omc.json) →

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