Head-to-head · frontier vs frontier

Gemini 3 Pro vs o3 Reasoning: which model should you choose?

We compared Gemini 3 Pro and o3 Reasoning on price, context window and 12 benchmarks. Gemini 3 Pro has the stronger average benchmark score; o3 Reasoning is cheaper on a blended 3:1 basis.

Google DeepMind

Gemini 3 Pro

Gemini 3 Pro is a frontier model from Google DeepMind. It offers a 2,000,000-token context window, costs $18.24 per million input tokens and $82.93 per million output tokens, and averages 86.1 across the index's benchmark suite.

Input
$18.24 / 1M
Output
$82.93 / 1M
Context
2,000,000
Avg score
86.1
Open weights
No
Full Gemini 3 Pro page
OpenAI

o3 Reasoning

o3 Reasoning is a frontier model from OpenAI. It offers a 200,000-token context window, costs $18.07 per million input tokens and $70.65 per million output tokens, and averages 85.3 across the index's benchmark suite.

Input
$18.07 / 1M
Output
$70.65 / 1M
Context
200,000
Avg score
85.3
Open weights
No
Full o3 Reasoning page

Specification comparison

SpecGemini 3 Proo3 ReasoningEdge
Input price / 1M$18.24$18.07B
Output price / 1M$82.93$70.65B
Context window2,000,000200,000A
Max output8,19216,384B
Average score86.185.3A
Arena Elo1460.71456.9A
Open weightsNoNoTie

Benchmark comparison

Gemini 3 Pro wins 9, o3 Reasoning wins 3, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkGemini 3 Proo3 ReasoningGapWinner
MMLU-Pro88.287.70.5Gemini 3 Pro
GPQA Diamond79.079.60.6o3 Reasoning
SWE-bench Verified78.574.14.4Gemini 3 Pro
HumanEval91.891.30.5Gemini 3 Pro
MATH-50089.992.02.1o3 Reasoning
AIME 202584.380.53.8Gemini 3 Pro
LiveCodeBench83.382.70.6Gemini 3 Pro
IFEval93.790.63.1Gemini 3 Pro
TruthfulQA88.886.52.3Gemini 3 Pro
HellaSwag91.390.90.4Gemini 3 Pro
MMMU78.682.33.7o3 Reasoning
Arena Elo1460.71456.93.8Gemini 3 Pro

Price analysis

On a blended 3:1 input-to-output basis, Gemini 3 Pro costs about $34.41 per million tokens and o3 Reasoning costs about $31.22. o3 Reasoning is roughly 9% cheaper than Gemini 3 Pro. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Gemini 3 Pro has the larger context window at 2,000,000 tokens, compared with 200,000 for o3 Reasoning. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, Gemini 3 Pro wins 9, o3 Reasoning wins 3, and 0 are tied. On the index average, Gemini 3 Pro leads o3 Reasoning by 0.8 points (86.1 versus 85.3).

The price picture favours o3 Reasoning. The context picture favours Gemini 3 Pro. 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 Gemini 3 Pro for quality-sensitive work and o3 Reasoning for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Choose Gemini 3 Pro if

  • You want the higher average benchmark score in this index.
  • You need the larger 2,000,000-token context window.

Choose o3 Reasoning if

  • Unit cost matters and you want the cheaper blended price.
  • You need the larger 16,384-token output limit.

FAQ

Is Gemini 3 Pro better than o3 Reasoning?

On the index average, Gemini 3 Pro leads o3 Reasoning by 0.8 points (86.1 versus 85.3). The better choice depends on price, context and your task. Gemini 3 Pro wins 9 benchmarks, o3 Reasoning wins 3.

Which is cheaper, Gemini 3 Pro or o3 Reasoning?

o3 Reasoning is cheaper on a blended 3:1 basis at about $31.22 per million tokens, versus $34.41 for Gemini 3 Pro.

Which has the larger context window?

Gemini 3 Pro has the larger context window at 2,000,000 tokens. o3 Reasoning has 200,000 tokens.

Are these models open weights?

Gemini 3 Pro is proprietary; o3 Reasoning is proprietary.

Which should I choose for production?

If you need a single default, start with Gemini 3 Pro for quality-sensitive work and o3 Reasoning for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

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