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Gemini 3.1 Pro PreviewvsGPT-5.4 mini

Gemini 3.1 Pro Preview leads 5 of 6 shared benchmarks. GPT-5.4 mini is 2.7x cheaper per token. Gemini 3.1 Pro Preview has the larger context window (1.0M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
5 – 1
Gemini 3.1 Pro Preview leads
Cheaper per token
GPT-5.4 mini
2.7x cheaper, input + output
Larger context
Gemini 3.1 Pro Preview
1.0M tokens
Provider uptime (30d)
100% · 94.8718%
Google · OpenAI
Gemini 3.1 Pro Preview
Google · released 2026-02-19
textvisionaudio
Context
1.0M
Max out
66K
Input /1M
$2
Output /1M
$12
Cached /1M
$0.2
Scores
10 · 8 core
GPT-5.4 mini
OpenAI · released 2026-03-17
textvision
Context
400K
Max out
128K
Input /1M
$0.75
Output /1M
$4.5
Cached /1M
$0.075
Scores
10 · 6 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Pro PreviewGPT-5.4 miniΔEdge
Reported by both · 6
GPQA Diamond94.3% 88% +6.3 ptGemini 3.1 Pro Preview
FrontierMath Tier 4 v2 (Epoch AI run)26.8% epoch9.8% epoch+17 ptGemini 3.1 Pro Preview
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.6% epoch51.2% epoch+8.4 ptGemini 3.1 Pro Preview
OTIS Mock AIME 2024-2025 (Epoch AI run)95.6% epoch88.9% epoch+6.7 ptGemini 3.1 Pro Preview
SimpleQA Verified73.5% epoch29.4% epoch+44.1 ptGemini 3.1 Pro Preview
SWE-Bench Pro54.2% 54.4% -0.2 ptGPT-5.4 mini
Only Gemini 3.1 Pro Preview reports · 3
AIME 202698.3% matharenanot reported
LMArena Elo1480.1 not reported
ARC-AGI-277.1% not reported
Only GPT-5.4 mini reports · 3
OSWorld-Verifiednot reported72.1%
Terminal-Bench 2.0not reported60%
Toolathlonnot reported42.9%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Gemini 3.1 Pro Preview minus GPT-5.4 mini in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGemini 3.1 Pro PreviewGPT-5.4 miniEdge
Context window1.0M tokens400K tokensGemini 3.1 Pro Preview
Max output66K tokens128K tokensGPT-5.4 mini
Input price / 1M$2 $0.75 GPT-5.4 mini
Output price / 1M$12 $4.5 GPT-5.4 mini
Cached input / 1M$0.2 $0.075 GPT-5.4 mini
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$14$5.25GPT-5.4 mini
Modalitiestext · vision · audiotext · visionGemini 3.1 Pro Preview
Released2026-02-192026-03-17
Cited benchmark scores1010
Reliability

Provider status

All providers
More matchups

Gemini 3.1 Pro Preview vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run Gemini 3.1 Pro Preview and GPT-5.4 mini on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.