ModelsCompareBest forBenchmarksStatusPricingAPI
Compare / head-to-head

DeepSeek V3.2vsGLM-5.3-Flash

GLM-5.3-Flash leads 2 of 2 shared benchmarks. 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
0 – 2
GLM-5.3-Flash leads
Cheaper per token
list price, input + output
Larger context
GLM-5.3-Flash
1M tokens
Provider uptime (30d)
100% · —
DeepSeek · Z.ai
DeepSeek V3.2
DeepSeek · released 2025-12-01
text
Context
131K
Max out
66K
Input /1M
Output /1M
Cached /1M
Scores
8 · 7 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

BenchmarkDeepSeek V3.2GLM-5.3-FlashΔEdge
Reported by both · 2
GPQA Diamond82.4% 90.2% epoch-7.8 ptGLM-5.3-Flash
LMArena Elo1424.8 1471.9 -47.1GLM-5.3-Flash
Only DeepSeek V3.2 reports · 5
SWE-bench Verified73.1% not reported
MMLU-Pro85% not reported
AIME 202593.1% not reported
AIME 202694.2% matharenanot reported
Humanity's Last Exam (no tools)25.1% not reported
Only GLM-5.3-Flash reports · 17
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
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported55.8% epoch
GDPval-AA v2not reported1773
HLE (with tools)not reported55.3%
MMVUnot reported80.5%
MVBenchnot reported77.8%
NL2Reponot reported56.3%
OfficeQA Pronot reported62.4%
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported93.9% epoch
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 DeepSeek V3.2 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

SpecDeepSeek V3.2GLM-5.3-FlashEdge
Context window131K tokens1M tokensGLM-5.3-Flash
Max output66K tokens131K tokensGLM-5.3-Flash
Input price / 1M$0.15
Output price / 1M$0.5
Cached input / 1M$0.03
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0.65
Modalitiestexttext · visionGLM-5.3-Flash
Released2025-12-012026-09-16
Cited benchmark scores819
Reliability

Provider status

All providers
More matchups

GLM-5.3-Flash vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run DeepSeek V3.2 and GLM-5.3-Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.