Head-to-head · frontier vs frontier

Grok 4 Reasoning vs o4 Reasoning: which model should you choose?

We compared Grok 4 Reasoning and o4 Reasoning on price, context window and 12 benchmarks. Grok 4 Reasoning has the stronger average benchmark score; Grok 4 Reasoning is cheaper on a blended 3:1 basis.

xAI

Grok 4 Reasoning

Grok 4 Reasoning is a frontier model from xAI. It offers a 2,000,000-token context window, costs $19.67 per million input tokens and $93.29 per million output tokens, and averages 87.8 across the index's benchmark suite.

Input
$19.67 / 1M
Output
$93.29 / 1M
Context
2,000,000
Avg score
87.8
Open weights
No
Full Grok 4 Reasoning page
OpenAI

o4 Reasoning

o4 Reasoning is a frontier model from OpenAI. It offers a 1,000,000-token context window, costs $19.69 per million input tokens and $103.53 per million output tokens, and averages 87.5 across the index's benchmark suite.

Input
$19.69 / 1M
Output
$103.53 / 1M
Context
1,000,000
Avg score
87.5
Open weights
No
Full o4 Reasoning page

Specification comparison

SpecGrok 4 Reasoningo4 ReasoningEdge
Input price / 1M$19.67$19.69A
Output price / 1M$93.29$103.53A
Context window2,000,0001,000,000A
Max output65,536128,000B
Average score87.887.5A
Arena Elo1487.61472.2A
Open weightsNoNoTie

Benchmark comparison

Grok 4 Reasoning wins 7, o4 Reasoning wins 5, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkGrok 4 Reasoningo4 ReasoningGapWinner
MMLU-Pro88.586.12.4Grok 4 Reasoning
GPQA Diamond81.984.02.1o4 Reasoning
SWE-bench Verified78.076.41.6Grok 4 Reasoning
HumanEval93.890.23.6Grok 4 Reasoning
MATH-50094.494.80.4o4 Reasoning
AIME 202585.690.34.7o4 Reasoning
LiveCodeBench85.183.41.7Grok 4 Reasoning
IFEval93.494.51.1o4 Reasoning
TruthfulQA89.489.00.4Grok 4 Reasoning
HellaSwag95.292.42.8Grok 4 Reasoning
MMMU80.881.81.0o4 Reasoning
Arena Elo1487.61472.215.4Grok 4 Reasoning

Price analysis

On a blended 3:1 input-to-output basis, Grok 4 Reasoning costs about $38.08 per million tokens and o4 Reasoning costs about $40.65. Grok 4 Reasoning is roughly 6% cheaper than o4 Reasoning. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Grok 4 Reasoning has the larger context window at 2,000,000 tokens, compared with 1,000,000 for o4 Reasoning. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Grok 4 Reasoning wins 7, o4 Reasoning wins 5, and 0 are tied. On the index average, Grok 4 Reasoning leads o4 Reasoning by 0.3 points (87.8 versus 87.5).

The price picture favours Grok 4 Reasoning. The context picture favours Grok 4 Reasoning. 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 Grok 4 Reasoning for quality-sensitive work, and check whether its price holds at your expected volume before committing.

Choose Grok 4 Reasoning if

  • You want the higher average benchmark score in this index.
  • Unit cost matters and you want the cheaper blended price.
  • You need the larger 2,000,000-token context window.

Choose o4 Reasoning if

  • You need the larger 128,000-token output limit.

FAQ

Is Grok 4 Reasoning better than o4 Reasoning?

On the index average, Grok 4 Reasoning leads o4 Reasoning by 0.3 points (87.8 versus 87.5). The better choice depends on price, context and your task. Grok 4 Reasoning wins 7 benchmarks, o4 Reasoning wins 5.

Which is cheaper, Grok 4 Reasoning or o4 Reasoning?

Grok 4 Reasoning is cheaper on a blended 3:1 basis at about $38.08 per million tokens, versus $40.65 for o4 Reasoning.

Which has the larger context window?

Grok 4 Reasoning has the larger context window at 2,000,000 tokens. o4 Reasoning has 1,000,000 tokens.

Are these models open weights?

Grok 4 Reasoning is proprietary; o4 Reasoning is proprietary.

Which should I choose for production?

If you need a single default, start with Grok 4 Reasoning for quality-sensitive work, and check whether its price holds at your expected volume before committing.

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