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Gemini 3.1 Flash-LitevsGLM-5.3

GLM-5.3 leads 3 of 4 shared benchmarks. Gemini 3.1 Flash-Lite is 3.3x 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
1 – 3
GLM-5.3 leads
Cheaper per token
Gemini 3.1 Flash-Lite
3.3x 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
Z.ai · released 2026-08-14
text
Context
1M
Max out
131K
Input /1M
$1.4
Output /1M
$4.4
Cached /1M
$0.26
Scores
33 · 6 core
Quality

Benchmark matrix

BenchmarkGemini 3.1 Flash-LiteGLM-5.3ΔEdge
Reported by both · 4
GPQA Diamond86.9% 90.9% epoch-4 ptGLM-5.3
FrontierMath Tiers 1-3 v2 (Epoch AI run)27.7% epoch68.8% epoch-41.1 ptGLM-5.3
OTIS Mock AIME 2024-2025 (Epoch AI run)80% epoch91.1% epoch-11.1 ptGLM-5.3
SimpleQA Verified43.3% 41% epoch+2.3 ptGemini 3.1 Flash-Lite
Only Gemini 3.1 Flash-Lite reports · 5
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
Only GLM-5.3 reports · 20
Agents' Last Examnot reported28.5%
Agents' Last Exam (ALE-CLI)not reported28.5%
AutomationBench v1.0.6not reported48.2%
CyberGymnot reported84.5%
DeepSWE v1.1not reported66.9%
ExploitBenchnot reported54.4%
ExploitGym 2hnot reported105
ExploitGym 6hnot reported130
FrontierMath Tier 4 v2 (Epoch AI run)not reported29.3% epoch
FrontierSWEnot reported78.1%
GDPval-AA v2not reported1769
HLE (with tools)not reported62.5%
NL2Reponot reported58%
PostTrainBenchnot reported39.8%
ProgramBench (Almost Solved)not reported19%
SWE-Marathon v1.1not reported42.5%
Terminal-Bench 2.1not reported88.2%
Terminal-Bench 3.0not reported28.3%
Toolathlon Verifiednot reported73%
Z.ai Code Bench (max effort)not reported34.5%
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 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-5.3Edge
Context window1.0M tokens1M tokensGemini 3.1 Flash-Lite
Max output66K tokens131K tokensGLM-5.3
Input price / 1M$0.25 $1.4 Gemini 3.1 Flash-Lite
Output price / 1M$1.5 $4.4 Gemini 3.1 Flash-Lite
Cached input / 1M$0.025 $0.26 Gemini 3.1 Flash-Lite
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.75$5.8Gemini 3.1 Flash-Lite
Modalitiestext · vision · audiotextGemini 3.1 Flash-Lite
Released2026-03-032026-08-14
Cited benchmark scores1033
Reliability

Provider status

All providers
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