AI Models · Paid vs Paid

GPT-4 Turbo Paid vs Gemini 3.1 Pro Preview Paid

GPT-4 Turbo vs Gemini 3.1 Pro Preview 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.

GPT-4 TurboPaidOpenAI
$10 /M input
$30 /M outputManaged API (no infra to run)
TypeProprietary
Context window128K tokens
MultimodalYes
Self-hostNo
Gemini 3.1 Pro PreviewPaidGoogle
$2 /M input
$12 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
Choose Gemini 3.1 Pro Preview for the lower output price ($12/M vs $30/M). It also gives you the larger 1M context window.

GPT-4 Turbo vs Gemini 3.1 Pro Preview specs

SpecGPT-4 TurboGemini 3.1 Pro PreviewWinner
MakerOpenAIGoogle–
TypeProprietaryProprietary–
Context window128K tokens1M tokensGemini 3.1 Pro Preview
Input price$10/M$2/MGemini 3.1 Pro Preview
Output price$30/M$12/MGemini 3.1 Pro Preview
Vision / multimodalYesYes= Tie
Tool / function callingYesYes= Tie
Self-hostableNo (API only)No (API only)–
LicenseProprietaryProprietary–

Price gap & when to choose each

2.5×cheaper per output token

Gemini 3.1 Pro Preview is ~2.5× cheaper than GPT-4 Turbo on output tokens ($12 vs $30 per M tokens).

Choose GPT-4 Turbo if…
  • You want frontier performance through a managed API
  • You value reliability & ecosystem
  • You don't want to manage infrastructure
Choose Gemini 3.1 Pro Preview if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityGPT-4 TurboGemini 3.1 Pro Preview
Open weights (downloadable)✗✗
Self-hostable✗✗
Runs fully offline✗✗
Vision / multimodal✓✓
Tool / function calling✓✓
1M+ context window✗✓

Benchmarks: GPT-4 Turbo vs Gemini 3.1 Pro Preview

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

Gemini 3.1 Pro Preview delivers 13× more intelligence per dollar.
GPT-4 Turbo
Gemini 3.1 Pro Preview
Intelligence index
7
29.7
Coding index
21.5
68.8
MMLU-Pro
69.4%
–
Humanity's Last Exam
3.1%
47%
LiveCodeBench
29.1%
–
MATH-500
73.7%
–
AIME
15%
–
GPQA
–
94.1%
Long Context Reasoning
–
82%
SciCode
–
58.7%
IFBench
–
77.1%
τ²-Bench
–
95.6%
τ-Bench Banking
–
21.4%
Terminal-Bench
–
73.8%
Terminal-Bench Hard
–
53.8%
Speed
0 tok/s
135.7 tok/s
Latency
0s
16.61s
Intelligence per $
0.5
6.6

Benchmark data by Artificial Analysis.

How GPT-4 Turbo and Gemini 3.1 Pro Preview score

🏆 Best value & openness: Gemini 3.1 Pro Preview (3.2 vs 2.8 / 5)
CriterionGPT-4 TurboGemini 3.1 Pro Preview
Cost-efficiency3.03.5
Context window3.55.0
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

GPT-4 Turbo Paid

OpenAI · Proprietary

The latest GPT-4 Turbo model with vision capabilities. Vision requests can now use JSON mode and function calling. Training data: up to December 2023.

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.

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 ProNano Banana Pro (Gemini 3 Pro Image)Gemini 3.1 Pro Preview Custom Tools

Frequently asked questions

GPT-4 Turbo vs Gemini 3.1 Pro Preview — which is cheaper?

Gemini 3.1 Pro Preview is cheaper on output ($12/M vs $30/M).

Which has the larger context window?

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

GPT-4 Turbo vs Gemini 3.1 Pro Preview — which should I pick in 2026?

Choose Gemini 3.1 Pro Preview for the lower output price ($12/M vs $30/M). It also gives you the larger 1M context window.

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