AI Models · Paid vs Paid

Gemini 3.1 Pro Preview Paid vs o4 Mini Paid

Gemini 3.1 Pro Preview vs o4 Mini compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

Gemini 3.1 Pro PreviewPaidGoogle
$2 /M input
$12 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
o4 MiniPaidOpenAI
$1.1 /M input
$4.4 /M outputManaged API (no infra to run)
TypeProprietary
Context window200K tokens
MultimodalYes
Self-hostNo
Choose o4 Mini for the lower output price ($4.4/M vs $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.

Gemini 3.1 Pro Preview vs o4 Mini specs

SpecGemini 3.1 Pro Previewo4 MiniWinner
MakerGoogleOpenAI
TypeProprietaryProprietary
Context window1M tokens200K tokensGemini 3.1 Pro Preview
Input price$2/M$1.1/Mo4 Mini
Output price$12/M$4.4/Mo4 Mini
Vision / multimodalYesYes= Tie
Tool / function callingYesYes= Tie
Self-hostableNo (API only)No (API only)
LicenseProprietaryProprietary

Price gap & when to choose each

2.7×cheaper per output token

o4 Mini is ~2.7× cheaper than Gemini 3.1 Pro Preview on output tokens ($4.4 vs $12 per M tokens).

Choose Gemini 3.1 Pro Preview if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You value reliability & ecosystem
  • You don't want to manage infrastructure
Choose o4 Mini if…
  • You want frontier performance through a managed API
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityGemini 3.1 Pro Previewo4 Mini
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Gemini 3.1 Pro Preview vs o4 Mini

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Gemini 3.1 Pro Preview
o4 Mini
Intelligence index
30.4
16.7
Coding index
68.8
GPQA
94.1%
78.4%
Humanity's Last Exam
47%
16.5%
Long Context Reasoning
82%
61%
SciCode
58.7%
IFBench
77.1%
68.7%
τ²-Bench
95.6%
55.6%
τ-Bench Banking
21.4%
Terminal-Bench
73.8%
Terminal-Bench Hard
53.8%
15.2%
Math index
90.7
MMLU-Pro
83.2%
LiveCodeBench
85.9%
MATH-500
98.9%
AIME
94%
AIME 2025
90.7%
Speed
125.2 tok/s
0 tok/s
Latency
24.48s
0s
Intelligence per $
6.8
8.7

Benchmark data by Artificial Analysis.

How Gemini 3.1 Pro Preview and o4 Mini score

🤝 Neck and neck on these criteria (3.2 vs 3.1 / 5).
CriterionGemini 3.1 Pro Previewo4 Mini
Cost-efficiency3.54.0
Context window5.04.0
Openness1.51.5
Self-hosting1.01.0
Multimodality5.05.0

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

Gemini 3.1 Pro Preview Paid

Google · Proprietary

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation.

o4 Mini Paid

OpenAI · Proprietary

OpenAI o4-mini is a compact reasoning model in the o-series, optimized for fast, cost-efficient performance while retaining strong multimodal and agentic capabilities. It supports tool use and demonstrates competitive reasoning...

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
Gemini 3.1 Pro Preview (batch)Gemini 2.5 ProGemini 2.5 Pro (batch)Gemini 2.5 Pro Preview 05-06Gemini 3.1 Pro Preview Custom ToolsNano Banana Pro (Gemini 3 Pro Image Preview)
Other variants tracked
o4 Mini Higho4 Mini (batch)

Frequently asked questions

Gemini 3.1 Pro Preview vs o4 Mini — which is cheaper?

o4 Mini is cheaper on output ($4.4/M vs $12/M).

Which has the larger context window?

Gemini 3.1 Pro Preview offers the larger context window (1M tokens).

Gemini 3.1 Pro Preview vs o4 Mini — which should I pick in 2026?

Choose o4 Mini for the lower output price ($4.4/M vs $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.

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