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DeepSeek V4.1 FlashvsGLM-5.3

DeepSeek V4.1 Flash leads 2 of 3 shared benchmarks. DeepSeek V4.1 Flash is 13.8x cheaper per token. Both offer a 1M-token context window.

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

Shared benchmarks
2 – 0
DeepSeek V4.1 Flash leads · 1 tied
Cheaper per token
DeepSeek V4.1 Flash
13.8x cheaper, input + output
Larger context
Tie
both 1M tokens
Provider uptime (30d)
100% · —
DeepSeek · Z.ai
DeepSeek V4.1 Flash
DeepSeek · released 2026-09-10
textvision
Context
1M
Max out
384K
Input /1M
$0.14
Output /1M
$0.28
Cached /1M
$0.003
Scores
3 · 1 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

BenchmarkDeepSeek V4.1 FlashGLM-5.3ΔEdge
Reported by both · 3
GPQA Diamond90.9% 90.9% epoch0Tie
DeepSWE v1.174.2% 66.9% +7.3 ptDeepSeek V4.1 Flash
Terminal-Bench 2.190.6% 88.2% +2.4 ptDeepSeek V4.1 Flash
Only DeepSeek V4.1 Flash reports · 0
DeepSeek V4.1 Flash reports nothing GLM-5.3 does not.
Only GLM-5.3 reports · 21
Agents' Last Examnot reported28.5%
Agents' Last Exam (ALE-CLI)not reported28.5%
AutomationBench v1.0.6not reported48.2%
CyberGymnot reported84.5%
ExploitBenchnot reported54.4%
ExploitGym 2hnot reported105
ExploitGym 6hnot reported130
FrontierMath Tier 4 v2 (Epoch AI run)not reported29.3% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported68.8% epoch
FrontierSWEnot reported78.1%
GDPval-AA v2not reported1769
HLE (with tools)not reported62.5%
NL2Reponot reported58%
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported91.1% epoch
PostTrainBenchnot reported39.8%
ProgramBench (Almost Solved)not reported19%
SimpleQA Verifiednot reported41% epoch
SWE-Marathon v1.1not reported42.5%
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 DeepSeek V4.1 Flash 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

SpecDeepSeek V4.1 FlashGLM-5.3Edge
Context window1M tokens1M tokensTie
Max output384K tokens131K tokensDeepSeek V4.1 Flash
Input price / 1M$0.14 $1.4 DeepSeek V4.1 Flash
Output price / 1M$0.28 $4.4 DeepSeek V4.1 Flash
Cached input / 1M$0.003 $0.26 DeepSeek V4.1 Flash
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0.42$5.8DeepSeek V4.1 Flash
Modalitiestext · visiontextDeepSeek V4.1 Flash
Released2026-09-102026-08-14
Cited benchmark scores333
Reliability

Provider status

All providers
More matchups

DeepSeek V4.1 Flash vs …

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GLM-5.3 vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run DeepSeek V4.1 Flash and GLM-5.3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.