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Compare / head-to-head

Gemini 3.1 Pro PreviewvsNorth Mini Code

Gemini 3.1 Pro Preview and North Mini Code do not yet share a public benchmark, so quality cannot be compared apples-to-apples. 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
0
no overlap yet
Cheaper per token
list price, input + output
Larger context
Gemini 3.1 Pro Preview
1.0M tokens
Provider uptime (30d)
100% · 100%
Google · Cohere
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
North Mini Code
Cohere · released 2026-06-09
text
Context
256K
Max out
64K
Input /1M
Output /1M
Cached /1M
Scores
6 · 2 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Pro PreviewNorth Mini CodeΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Gemini 3.1 Pro Preview reports · 9
GPQA Diamond94.3% not reported
AIME 202698.3% matharenanot reported
LMArena Elo1480.1 not reported
ARC-AGI-277.1% not reported
FrontierMath Tier 4 v2 (Epoch AI run)26.8% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)59.6% epochnot reported
OTIS Mock AIME 2024-2025 (Epoch AI run)95.6% epochnot reported
SimpleQA Verified73.5% epochnot reported
SWE-Bench Pro54.2% not reported
Only North Mini Code reports · 6
SWE-bench Verifiednot reported67.6%
LiveCodeBench v6not reported70.3%
SciCodenot reported38.2%
SWE-bench Pronot reported40.2%
Terminal-Bench Hardnot reported31.1%
Terminal-Bench v2not reported36%
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 North Mini Code 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 PreviewNorth Mini CodeEdge
Context window1.0M tokens256K tokensGemini 3.1 Pro Preview
Max output66K tokens64K tokensGemini 3.1 Pro Preview
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 · audiotextGemini 3.1 Pro Preview
Released2026-02-192026-06-09
Cited benchmark scores106
Reliability

Provider status

All providers
More matchups

Gemini 3.1 Pro Preview vs …

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 North Mini Code on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.