AI Models · Paid vs Paid

GPT-5.2 Chat Paid vs Gemini 3.1 Pro Preview Paid

GPT-5.2 Chat 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-5.2 ChatPaidOpenAI
$1.75 /M input
$14 /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 $14/M). It also gives you the larger 1M context window.

GPT-5.2 Chat vs Gemini 3.1 Pro Preview specs

SpecGPT-5.2 ChatGemini 3.1 Pro PreviewWinner
MakerOpenAIGoogle
TypeProprietaryProprietary
Context window128K tokens1M tokensGemini 3.1 Pro Preview
Input price$1.75/M$2/MGPT-5.2 Chat
Output price$14/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

Choose GPT-5.2 Chat 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-5.2 ChatGemini 3.1 Pro Preview
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: GPT-5.2 Chat vs Gemini 3.1 Pro Preview

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

GPT-5.2 Chat
Gemini 3.1 Pro Preview
Intelligence index
17
30.4
Math index
51
GPQA
71.2%
94.1%
MMLU-Pro
81.4%
Humanity's Last Exam
8%
47%
Long Context Reasoning
45.7%
82%
LiveCodeBench
66.9%
AIME 2025
51%
IFBench
47.4%
77.1%
τ²-Bench
46.5%
95.6%
τ-Bench Banking
11.1%
21.4%
Terminal-Bench Hard
31.8%
53.8%
Coding index
68.8
SciCode
58.7%
Terminal-Bench
73.8%
Speed
0 tok/s
125.2 tok/s
Latency
0s
24.48s
Intelligence per $
3.5
6.8

Benchmark data by Artificial Analysis.

How GPT-5.2 Chat and Gemini 3.1 Pro Preview score

🏆 Best value & openness: Gemini 3.1 Pro Preview (3.2 vs 2.9 / 5)
CriterionGPT-5.2 ChatGemini 3.1 Pro Preview
Cost-efficiency3.53.5
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-5.2 Chat Paid

OpenAI · Proprietary

GPT-5.2 Chat (AKA Instant) is the fast, lightweight member of the 5.2 family, optimized for low-latency chat while retaining strong general intelligence. It uses adaptive reasoning to selectively “think” on...

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 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)

Frequently asked questions

GPT-5.2 Chat vs Gemini 3.1 Pro Preview — which is cheaper?

Gemini 3.1 Pro Preview is cheaper on output ($12/M vs $14/M).

Which has the larger context window?

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

GPT-5.2 Chat 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 $14/M). It also gives you the larger 1M context window.

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