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Gemini 3.1 Flash-LitevsGLM-5.3-Flash

GLM-5.3-Flash leads 3 of 3 shared benchmarks. GLM-5.3-Flash is 2.7x cheaper per token. Gemini 3.1 Flash-Lite 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 – 3
GLM-5.3-Flash leads
Cheaper per token
GLM-5.3-Flash
2.7x cheaper, input + output
Larger context
Gemini 3.1 Flash-Lite
1.0M tokens
Provider uptime (30d)
100% · —
Google · Z.ai
Gemini 3.1 Flash-Lite
Google · released 2026-03-03
textvisionaudio
Context
1.0M
Max out
66K
Input /1M
$0.25
Output /1M
$1.5
Cached /1M
$0.025
Scores
10 · 5 core
GLM-5.3-Flash
Z.ai · released 2026-09-16
textvision
Context
1M
Max out
131K
Input /1M
$0.15
Output /1M
$0.5
Cached /1M
$0.03
Scores
19 · 6 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Flash-LiteGLM-5.3-FlashΔEdge
Reported by both · 3
GPQA Diamond86.9% 90.2% epoch-3.3 ptGLM-5.3-Flash
FrontierMath Tiers 1-3 v2 (Epoch AI run)27.7% epoch55.8% epoch-28.1 ptGLM-5.3-Flash
OTIS Mock AIME 2024-2025 (Epoch AI run)80% epoch93.9% epoch-13.9 ptGLM-5.3-Flash
Only Gemini 3.1 Flash-Lite reports · 6
Humanity's Last Exam (no tools)16% not reported
LiveCodeBench72% not reported
MMMLU88.9% not reported
MMMU-Pro76.8% not reported
MRCR v2 (128k average)60.1% not reported
SimpleQA Verified43.3% not reported
Only GLM-5.3-Flash reports · 16
LMArena Elonot reported1471.9
Agents' Last Exam (ALE-CLI)not reported26.3%
AutomationBench v1.0.6not reported48.8%
BabyVisionnot reported53.4%
Chartography (with tools)not reported78%
CharXiv Reasoning (with tools)not reported89.4%
DeepSWE v1.1not reported63.4%
FrontierMath Tier 4 v2 (Epoch AI run)not reported17.1% epoch
GDPval-AA v2not reported1773
HLE (with tools)not reported55.3%
MMVUnot reported80.5%
MVBenchnot reported77.8%
NL2Reponot reported56.3%
OfficeQA Pronot reported62.4%
Terminal-Bench 2.1not reported84.3%
Toolathlon Verifiednot reported78.4%
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 Flash-Lite minus GLM-5.3-Flash 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 Flash-LiteGLM-5.3-FlashEdge
Context window1.0M tokens1M tokensGemini 3.1 Flash-Lite
Max output66K tokens131K tokensGLM-5.3-Flash
Input price / 1M$0.25 $0.15 GLM-5.3-Flash
Output price / 1M$1.5 $0.5 GLM-5.3-Flash
Cached input / 1M$0.025 $0.03 Gemini 3.1 Flash-Lite
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.75$0.65GLM-5.3-Flash
Modalitiestext · vision · audiotext · visionGemini 3.1 Flash-Lite
Released2026-03-032026-09-16
Cited benchmark scores1019
Reliability

Provider status

All providers
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Public benchmarks are a starting point. Run Gemini 3.1 Flash-Lite and GLM-5.3-Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.