Head-to-head · frontier vs frontier

o4 Max vs o4 Turbo: which model should you choose?

We compared o4 Max and o4 Turbo on price, context window and 12 benchmarks. o4 Turbo has the stronger average benchmark score; o4 Turbo is cheaper on a blended 3:1 basis.

OpenAI

o4 Max

o4 Max is a frontier model from OpenAI. It offers a 2,000,000-token context window, costs $19.51 per million input tokens and $93.98 per million output tokens, and averages 86.2 across the index's benchmark suite.

Input
$19.51 / 1M
Output
$93.98 / 1M
Context
2,000,000
Avg score
86.2
Open weights
No
Full o4 Max page
OpenAI

o4 Turbo

o4 Turbo is a frontier model from OpenAI. It offers a 2,000,000-token context window, costs $19.34 per million input tokens and $82.19 per million output tokens, and averages 86.6 across the index's benchmark suite.

Input
$19.34 / 1M
Output
$82.19 / 1M
Context
2,000,000
Avg score
86.6
Open weights
No
Full o4 Turbo page

Specification comparison

Speco4 Maxo4 TurboEdge
Input price / 1M$19.51$19.34B
Output price / 1M$93.98$82.19B
Context window2,000,0002,000,000Tie
Max output65,5368,192A
Average score86.286.6B
Arena Elo1486.01468.1A
Open weightsNoNoTie

Benchmark comparison

o4 Max wins 6, o4 Turbo wins 6, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

Benchmarko4 Maxo4 TurboGapWinner
MMLU-Pro86.388.11.8o4 Turbo
GPQA Diamond80.184.84.7o4 Turbo
SWE-bench Verified79.878.41.4o4 Max
HumanEval94.691.03.6o4 Max
MATH-50090.691.71.1o4 Turbo
AIME 202584.885.91.1o4 Turbo
LiveCodeBench80.680.10.5o4 Max
IFEval91.192.61.5o4 Turbo
TruthfulQA87.188.81.7o4 Turbo
HellaSwag91.791.30.4o4 Max
MMMU81.979.62.3o4 Max
Arena Elo1486.01468.117.9o4 Max

Price analysis

On a blended 3:1 input-to-output basis, o4 Max costs about $38.13 per million tokens and o4 Turbo costs about $35.05. o4 Turbo is roughly 8% cheaper than o4 Max. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Both models list a 2,000,000-token context window. That is enough for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, o4 Max wins 6, o4 Turbo wins 6, and 0 are tied. On the index average, o4 Turbo leads o4 Max by 0.4 points (86.6 versus 86.2).

The price picture favours o4 Turbo. The context picture is effectively a tie. Those two dimensions often matter more than a few benchmark points once a model is good enough for the task.

If you need a single default, start with o4 Turbo for quality-sensitive work, and check whether its price holds at your expected volume before committing.

Choose o4 Max if

  • You need the larger 65,536-token output limit.

Choose o4 Turbo if

  • You want the higher average benchmark score in this index.
  • Unit cost matters and you want the cheaper blended price.

FAQ

Is o4 Max better than o4 Turbo?

On the index average, o4 Turbo leads o4 Max by 0.4 points (86.6 versus 86.2). The better choice depends on price, context and your task. o4 Max wins 6 benchmarks, o4 Turbo wins 6.

Which is cheaper, o4 Max or o4 Turbo?

o4 Turbo is cheaper on a blended 3:1 basis at about $35.05 per million tokens, versus $38.13 for o4 Max.

Which has the larger context window?

Both models list a 2,000,000-token context window.

Are these models open weights?

o4 Max is proprietary; o4 Turbo is proprietary.

Which should I choose for production?

If you need a single default, start with o4 Turbo for quality-sensitive work, and check whether its price holds at your expected volume before committing.

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