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Gemini 3.1 Pro PreviewvsKimi K2.6

Gemini 3.1 Pro Preview leads 6 of 7 shared benchmarks. 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
6 – 1
Gemini 3.1 Pro Preview leads
Cheaper per token
list price, input + output
Larger context
Gemini 3.1 Pro Preview
1.0M tokens
Provider uptime (30d)
100% · 100%
Google · Moonshot AI
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
Kimi K2.6
Moonshot AI · released 2026-04-20
textvision
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
14 · 8 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Pro PreviewKimi K2.6ΔEdge
Reported by both · 7
GPQA Diamond94.3% 90.8% epoch+3.5 ptGemini 3.1 Pro Preview
AIME 202698.3% matharena95.8% matharena+2.5 ptGemini 3.1 Pro Preview
LMArena Elo1480.1 1454.9 +25.2Gemini 3.1 Pro Preview
FrontierMath Tier 4 v2 (Epoch AI run)26.8% epoch25.6% epoch+1.2 ptGemini 3.1 Pro Preview
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.6% epoch57.2% epoch+2.4 ptGemini 3.1 Pro Preview
OTIS Mock AIME 2024-2025 (Epoch AI run)95.6% epoch96.1% epoch-0.5 ptKimi K2.6
SimpleQA Verified73.5% epoch34.9% epoch+38.6 ptGemini 3.1 Pro Preview
Only Gemini 3.1 Pro Preview reports · 2
ARC-AGI-277.1% not reported
SWE-Bench Pro54.2% not reported
Only Kimi K2.6 reports · 7
Kimi Claw 24/7 Benchnot reported42.9%
Kimi Code Bench v2not reported50.9%
MCP-Atlasnot reported69.4%
MCPMark-Verifiednot reported72.8%
MLS-Bench-Litenot reported26.7%
ProgramBenchnot reported48.3%
SWE-bench Verified (Epoch AI run)not reported76.7% epoch
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 Kimi K2.6 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 PreviewKimi K2.6Edge
Context window1.0M tokens256K tokensGemini 3.1 Pro Preview
Max output66K tokens
Input price / 1M$2
Output price / 1M$12
Cached input / 1M$0.2
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$14
Modalitiestext · vision · audiotext · visionGemini 3.1 Pro Preview
Released2026-02-192026-04-20
Cited benchmark scores1014
Reliability

Provider status

All providers
More matchups

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Which one wins on your data?

Public benchmarks are a starting point. Run Gemini 3.1 Pro Preview and Kimi K2.6 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.