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GLM-5.3-FlashvsGPT-5.2

GPT-5.2 leads 4 of 5 shared benchmarks. GLM-5.3-Flash is 24.2x cheaper per token. GLM-5.3-Flash has the larger context window (1M tokens).

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

Shared benchmarks
1 – 4
GPT-5.2 leads
Cheaper per token
GLM-5.3-Flash
24.2x cheaper, input + output
Larger context
GLM-5.3-Flash
1M tokens
Provider uptime (30d)
— · 94.8553%
Z.ai · OpenAI
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
GPT-5.2
OpenAI · released 2025-12-11
textvision
Context
400K
Max out
128K
Input /1M
$1.75
Output /1M
$14
Cached /1M
$0.175
Scores
16 · 11 core
Quality

Benchmark matrix

BenchmarkGLM-5.3-FlashGPT-5.2ΔEdge
Reported by both · 5
GPQA Diamond90.2% epoch92.4% -2.2 ptGPT-5.2
LMArena Elo1471.9 1412.4 +59.5GLM-5.3-Flash
FrontierMath Tier 4 v2 (Epoch AI run)17.1% epoch31.7% epoch-14.6 ptGPT-5.2
FrontierMath Tiers 1-3 v2 (Epoch AI run)55.8% epoch67.4% epoch-11.6 ptGPT-5.2
OTIS Mock AIME 2024-2025 (Epoch AI run)93.9% epoch96.1% epoch-2.2 ptGPT-5.2
Only GLM-5.3-Flash reports · 14
Agents' Last Exam (ALE-CLI)26.3% not reported
AutomationBench v1.0.648.8% not reported
BabyVision53.4% not reported
Chartography (with tools)78% not reported
CharXiv Reasoning (with tools)89.4% not reported
DeepSWE v1.163.4% not reported
GDPval-AA v21773 not reported
HLE (with tools)55.3% not reported
MMVU80.5% not reported
MVBench77.8% not reported
NL2Repo56.3% not reported
OfficeQA Pro62.4% not reported
Terminal-Bench 2.184.3% not reported
Toolathlon Verified78.4% not reported
Only GPT-5.2 reports · 9
SWE-bench Verifiednot reported80%
AIME 2025not reported100%
AIME 2026not reported98.3% matharena
ARC-AGI-1 (Verified)not reported86.2%
ARC-AGI-2 (Verified)not reported52.9%
GDPval (wins or ties)not reported70.9%
SimpleQA Verifiednot reported37.1% epoch
SWE-Bench Pronot reported55.6%
SWE-bench Verified (Epoch AI run)not reported73.8% epoch
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-Flash minus GPT-5.2 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-5.3-FlashGPT-5.2Edge
Context window1M tokens400K tokensGLM-5.3-Flash
Max output131K tokens128K tokensGLM-5.3-Flash
Input price / 1M$0.15 $1.75 GLM-5.3-Flash
Output price / 1M$0.5 $14 GLM-5.3-Flash
Cached input / 1M$0.03 $0.175 GLM-5.3-Flash
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0.65$15.75GLM-5.3-Flash
Modalitiestext · visiontext · visionTie
Released2026-09-162025-12-11
Cited benchmark scores1916
Reliability

Provider status

All providers
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GLM-5.3-Flash vs …

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