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Compare / head-to-head

Gemini 3.1 Pro PreviewvsGPT-5.6 Luna

GPT-5.6 Luna leads 4 of 6 shared benchmarks. GPT-5.6 Luna is 10x cheaper per token. GPT-5.6 Luna has the larger context window (1.1M tokens).

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

Shared benchmarks
2 – 4
GPT-5.6 Luna leads
Cheaper per token
GPT-5.6 Luna
10x cheaper, input + output
Larger context
GPT-5.6 Luna
1.1M tokens
Provider uptime (30d)
100% · 94.2446%
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-5.6 Luna
OpenAI · released 2026-07-09
textvision
Context
1.1M
Max out
128K
Input /1M
$0.2
Output /1M
$1.2
Cached /1M
$0.02
Scores
8 · 6 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Pro PreviewGPT-5.6 LunaΔEdge
Reported by both · 6
GPQA Diamond94.3% 92.3% +2 ptGemini 3.1 Pro Preview
FrontierMath Tier 4 v2 (Epoch AI run)26.8% epoch61% epoch-34.2 ptGPT-5.6 Luna
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.6% epoch82.1% epoch-22.5 ptGPT-5.6 Luna
OTIS Mock AIME 2024-2025 (Epoch AI run)95.6% epoch98.3% epoch-2.7 ptGPT-5.6 Luna
SimpleQA Verified73.5% epoch41% epoch+32.5 ptGemini 3.1 Pro Preview
SWE-Bench Pro54.2% 62.7% -8.5 ptGPT-5.6 Luna
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-5.6 Luna reports · 1
DeepSWE v1.1not reported67.2%
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-5.6 Luna 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-5.6 LunaEdge
Context window1.0M tokens1.1M tokensGPT-5.6 Luna
Max output66K tokens128K tokensGPT-5.6 Luna
Input price / 1M$2 $0.2 GPT-5.6 Luna
Output price / 1M$12 $1.2 GPT-5.6 Luna
Cached input / 1M$0.2 $0.02 GPT-5.6 Luna
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$14$1.4GPT-5.6 Luna
Modalitiestext · vision · audiotext · visionGemini 3.1 Pro Preview
Released2026-02-192026-07-09
Cited benchmark scores108
Reliability

Provider status

All providers
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Which one wins on your data?

Public benchmarks are a starting point. Run Gemini 3.1 Pro Preview and GPT-5.6 Luna on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.