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Gemini 3.1 Pro PreviewvsGLM-4.7

Gemini 3.1 Pro Preview leads 4 of 4 shared benchmarks. GLM-4.7 is 5x 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
4 – 0
Gemini 3.1 Pro Preview leads
Cheaper per token
GLM-4.7
5x cheaper, input + output
Larger context
Gemini 3.1 Pro Preview
1.0M tokens
Provider uptime (30d)
100% · —
Google · Z.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
GLM-4.7
Z.ai · released 2025-12-22
text
Context
200K
Max out
131K
Input /1M
$0.6
Output /1M
$2.2
Cached /1M
$0.11
Scores
4 · 4 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Pro PreviewGLM-4.7ΔEdge
Reported by both · 4
GPQA Diamond94.3% 83.3% epoch+11 ptGemini 3.1 Pro Preview
LMArena Elo1480.1 1435.9 +44.2Gemini 3.1 Pro Preview
OTIS Mock AIME 2024-2025 (Epoch AI run)95.6% epoch83.3% epoch+12.3 ptGemini 3.1 Pro Preview
SimpleQA Verified73.5% epoch32.2% epoch+41.3 ptGemini 3.1 Pro Preview
Only Gemini 3.1 Pro Preview reports · 5
AIME 202698.3% matharenanot 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
SWE-Bench Pro54.2% not reported
Only GLM-4.7 reports · 0
GLM-4.7 reports nothing Gemini 3.1 Pro Preview does not.
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 GLM-4.7 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 PreviewGLM-4.7Edge
Context window1.0M tokens200K tokensGemini 3.1 Pro Preview
Max output66K tokens131K tokensGLM-4.7
Input price / 1M$2 $0.6 GLM-4.7
Output price / 1M$12 $2.2 GLM-4.7
Cached input / 1M$0.2 $0.11 GLM-4.7
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$14$2.8GLM-4.7
Modalitiestext · vision · audiotextGemini 3.1 Pro Preview
Released2026-02-192025-12-22
Cited benchmark scores104
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 GLM-4.7 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.