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Compare / head-to-head

GLM-5.3vsQwen3.7-Flash

GLM-5.3 leads 3 of 3 shared benchmarks. Qwen3.7-Flash is 42x 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
3 – 0
GLM-5.3 leads
Cheaper per token
Qwen3.7-Flash
42x cheaper, input + output
Larger context
Tie
both 1M tokens
Provider uptime (30d)
— · —
Z.ai · Qwen
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
Qwen3.7-Flash
Qwen · released 2026-07-15
textvision
Context
1M
Max out
Input /1M
$0.028
Output /1M
$0.11
Cached /1M
Scores
3 · 3 core
Quality

Benchmark matrix

BenchmarkGLM-5.3Qwen3.7-FlashΔEdge
Reported by both · 3
GPQA Diamond90.9% epoch82.3% epoch+8.6 ptGLM-5.3
FrontierMath Tiers 1-3 v2 (Epoch AI run)68.8% epoch19.3% epoch+49.5 ptGLM-5.3
OTIS Mock AIME 2024-2025 (Epoch AI run)91.1% epoch86.7% epoch+4.4 ptGLM-5.3
Only GLM-5.3 reports · 21
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
FrontierMath Tier 4 v2 (Epoch AI run)29.3% epochnot 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
SimpleQA Verified41% epochnot 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 Qwen3.7-Flash reports · 0
Qwen3.7-Flash reports nothing GLM-5.3 does not.
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 Qwen3.7-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

SpecGLM-5.3Qwen3.7-FlashEdge
Context window1M tokens1M tokensTie
Max output131K tokens
Input price / 1M$1.4 $0.028 Qwen3.7-Flash
Output price / 1M$4.4 $0.11 Qwen3.7-Flash
Cached input / 1M$0.26
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.8$0.138Qwen3.7-Flash
Modalitiestexttext · visionQwen3.7-Flash
Released2026-08-142026-07-15
Cited benchmark scores333
Reliability

Provider status

All providers
More matchups

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Which one wins on your data?

Public benchmarks are a starting point. Run GLM-5.3 and Qwen3.7-Flash on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.