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GLM-5.3vsGPT-5 nano

GLM-5.3 leads 5 of 5 shared benchmarks. GPT-5 nano is 12.9x cheaper per token. GLM-5.3 has the larger context window (1M tokens).

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

Shared benchmarks
5 – 0
GLM-5.3 leads
Cheaper per token
GPT-5 nano
12.9x cheaper, input + output
Larger context
GLM-5.3
1M tokens
Provider uptime (30d)
— · 94.6844%
Z.ai · OpenAI
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
GPT-5 nano
OpenAI · released 2025-08-07
textvision
Context
400K
Max out
128K
Input /1M
$0.05
Output /1M
$0.4
Cached /1M
$0.005
Scores
7 · 7 core
Quality

Benchmark matrix

BenchmarkGLM-5.3GPT-5 nanoΔEdge
Reported by both · 5
GPQA Diamond90.9% epoch69.4% epoch+21.5 ptGLM-5.3
FrontierMath Tier 4 v2 (Epoch AI run)29.3% epoch2.4% epoch+26.9 ptGLM-5.3
FrontierMath Tiers 1-3 v2 (Epoch AI run)68.8% epoch20% epoch+48.8 ptGLM-5.3
OTIS Mock AIME 2024-2025 (Epoch AI run)91.1% epoch81.1% epoch+10 ptGLM-5.3
SimpleQA Verified41% epoch11.7% epoch+29.3 ptGLM-5.3
Only GLM-5.3 reports · 19
Agents' Last Exam28.5% not reported
Agents' Last Exam (ALE-CLI)28.5% not reported
AutomationBench v1.0.648.2% not reported
CyberGym84.5% not reported
DeepSWE v1.166.9% not reported
ExploitBench54.4% not reported
ExploitGym 2h105 not reported
ExploitGym 6h130 not reported
FrontierSWE78.1% not reported
GDPval-AA v21769 not reported
HLE (with tools)62.5% not reported
NL2Repo58% not reported
PostTrainBench39.8% not reported
ProgramBench (Almost Solved)19% not reported
SWE-Marathon v1.142.5% not reported
Terminal-Bench 2.188.2% not reported
Terminal-Bench 3.028.3% not reported
Toolathlon Verified73% not reported
Z.ai Code Bench (max effort)34.5% not reported
Only GPT-5 nano reports · 2
SWE-bench Verifiednot reported54.7%
AIME 2025not reported85% matharena
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 GLM-5.3 minus GPT-5 nano 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

SpecGLM-5.3GPT-5 nanoEdge
Context window1M tokens400K tokensGLM-5.3
Max output131K tokens128K tokensGLM-5.3
Input price / 1M$1.4 $0.05 GPT-5 nano
Output price / 1M$4.4 $0.4 GPT-5 nano
Cached input / 1M$0.26 $0.005 GPT-5 nano
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.8$0.45GPT-5 nano
Modalitiestexttext · visionGPT-5 nano
Released2026-08-142025-08-07
Cited benchmark scores337
Reliability

Provider status

All providers
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