Compare / head-to-head

Gemini 3.1 Pro PreviewvsQwen3.5 397B-A17B

Gemini 3.1 Pro Preview leads 12 of 12 shared benchmarks. Qwen3.5 397B-A17B is 3.3x 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
12 – 0
Gemini 3.1 Pro Preview leads
Cheaper per token
Qwen3.5 397B-A17B
3.3x cheaper, input + output
Larger context
Gemini 3.1 Pro Preview
1.0M tokens
Providers
2 providers
Google · Qwen
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
43 · 12 core
Qwen3.5 397B-A17B
Qwen · released 2026-02-15
textvision
Context
262K
Max out
—
Input /1M
$0.6 ↗
Output /1M
$3.6 ↗
Cached /1M
—
Scores
22 · 9 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Pro PreviewQwen3.5 397B-A17BΔEdge
Reported by both · 12
GPQA Diamond94.3% ↗88.4% ↗+5.9 ptGemini 3.1 Pro Preview
AIME 202698.3% ↗matharena ⚠94.2% ↗matharena ⚠+4.1 ptGemini 3.1 Pro Preview
LMArena Elo1480.1 ↗1438.3 ↗+41.8Gemini 3.1 Pro Preview
APEX-Agents (Mercor)35.3% ↗24.9% ↗+10.4 ptGemini 3.1 Pro Preview
Chess Puzzles (Epoch AI run)55% ↗epoch run13% ↗epoch run+42 ptGemini 3.1 Pro Preview
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.6% ↗epoch run29.5% ↗epoch run+30.1 ptGemini 3.1 Pro Preview
LMArena Vision (LMArena)1279.3 ↗1246.9 ↗+32.4Gemini 3.1 Pro Preview
LMArena WebDev (LMArena)1446.2 ↗1399.4 ↗+46.8Gemini 3.1 Pro Preview
Mystery Game Puzzles (Epoch AI run)34% ↗epoch run18% ↗epoch run+16 ptGemini 3.1 Pro Preview
OTIS Mock AIME 2024-2025 (Epoch AI run)95.6% ↗epoch run88.9% ↗epoch run+6.7 ptGemini 3.1 Pro Preview
tau2-bench Banking Knowledge (Sierra)26% ↗9.8% ↗+16.2 ptGemini 3.1 Pro Preview
Toolathlon-Verified (HKUST)61.1% ↗40.7% ↗+20.4 ptGemini 3.1 Pro Preview
Only Gemini 3.1 Pro Preview reports · 24
ARC-AGI-277.1% ↗not reported——
BALROG (BALROG)57% ↗not reported——
DeepSWE v1.1 (Datacurve)11.7% ↗not reported——
EBR-bench (Epoch AI run)14.3% ↗epoch runnot reported——
FrontierMath Tier 4 v2 (Epoch AI run)26.8% ↗epoch runnot reported——
Furniture Assembly (Epoch AI run)26.7% ↗epoch runnot reported——
GSO Opt@1 (GSO)21.6% ↗not reported——
LiveBench Agentic Coding (LiveBench)44.1% ↗not reported——
LiveBench Coding (LiveBench)76.5% ↗not reported——
LiveBench Data Analysis (LiveBench)78.5% ↗not reported——
LiveBench Instruction Following (LiveBench)79.1% ↗not reported——
LiveBench Language (LiveBench)85.4% ↗not reported——
LiveBench Mathematics (LiveBench)91% ↗not reported——
LiveBench Reasoning (LiveBench)84% ↗not reported——
LMArena Agent (LMArena)-0.0771 ↗not reported——
MirrorCode (Epoch AI run)8.9% ↗epoch runnot reported——
SAGE (Vals AI)48.7% ↗not reported——
SimpleBench (SimpleBench)79.6% ↗not reported——
SimpleQA Verified73.5% ↗epoch runnot reported——
SWE-Bench Pro54.2% ↗not reported——
SWE-bench Verified (Epoch AI run)75.6% ↗epoch runnot reported——
Terminal-Bench 4.0 (Vals AI)2.5% ↗not reported——
Vending-Bench 2 (Andon Labs)3774.25 ↗not reported——
WeirdML (Håvard Tveit Ihle)72.1% ↗not reported——
Only Qwen3.5 397B-A17B reports · 5
SWE-bench Verifiednot reported76.4% ↗——
MMLU-Pronot reported87.8% ↗——
tau2-bench Airline (Sierra)not reported81.5% ↗——
tau2-bench Retail (Sierra)not reported84.4% ↗——
tau2-bench Telecom (Sierra)not reported97.8% ↗——
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 Qwen3.5 397B-A17B 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 PreviewQwen3.5 397B-A17BEdge
Context window1.0M tokens262K tokensGemini 3.1 Pro Preview
Max output66K tokens——
Input price / 1M$2 ↗$0.6 ↗Qwen3.5 397B-A17B
Output price / 1M$12 ↗$3.6 ↗Qwen3.5 397B-A17B
Cached input / 1M$0.2 ↗——
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$14$4.2Qwen3.5 397B-A17B
Modalitiestext · vision · audiotext · visionGemini 3.1 Pro Preview
Released2026-02-192026-02-15—
Cited benchmark scores4322—
Reliability

Provider status

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