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GLM-5.3 vs Qwen3.5 397B A17B: Release Comparison

Comparison of the GLM-5.3 and Qwen3.5 397B A17B releases: 2 and 2 models respectively, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across all 4 models.

  • For intelligence, GLM-5.3 scores highest: GLM-5.3 (max) at 45, against Qwen3.5 397B A17B (Non-reasoning) at 21 for Qwen3.5 397B A17B.
  • For output speed, Qwen3.5 397B A17B is fastest: Qwen3.5 397B A17B (Reasoning) at 86 t/s, against GLM-5.3 (low) at 75 t/s for GLM-5.3.
  • For cost per task, Qwen3.5 397B A17B is cheapest: Qwen3.5 397B A17B (Reasoning) at $0.47, against GLM-5.3 (max) at $2.01 for GLM-5.3.
Model Playground

Releases compared

Intelligence

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v4.3.2 incorporates 10 evaluations: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1
Estimate (independent evaluation forthcoming)

Intelligence Index vs. Cost per Intelligence Index Task

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task
Most attractive quadrant
Pareto line

Cost per Task (USD, Log Scale)

Cost

Cost per Intelligence Index Task

Weighted average cost (USD) per Artificial Analysis Intelligence Index task, segmented by token type. Lower is better

Speed & Latency

Output Speed

Output tokens per second · Higher is better

Capability Scores

Capability Indexes

Measures the performance of models on specific capabilities and industries
Finance & Accounting Index

Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better

Strategy & Ops Index

Incorporates 6 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better

Legal Index

Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AA-LCR v1.1, GDP.pdf, AutomationBench-AA · Higher is better

Healthcare & Medical Index

Incorporates 6 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, MLCR-AA, Humanity's Last Exam, AutomationBench-AA · Higher is better

Engineering Index

Incorporates 6 evaluations: AA-Omniscience, Humanity's Last Exam, CritPt, GDPval-AA v2.1, AA-Briefcase v1.1, Terminal-Bench 4.0 · Higher is better

Economics Index

Incorporates 5 evaluations: AA-Omniscience, Humanity's Last Exam, GDPval-AA v2.1, AA-Briefcase v1.1, AA-LCR v1.1 · Higher is better

Further details

Input modality
Output modality
Weights
Provider Benchmarks
GLM-5.3 (max)
Z AI logoZ AI
45
45
48
42
47
47
51
$2.01
$0.9
$1.40
$4.40
$0.26
$2,503
71k
49k
209M
59
3.46s
37.15s
45.58s
864.40s
753B
40B active at inference time
1M
Aug 2026
-
Yes

Supports: text

Supports: text

ModalZaiFireworks
+17
GLM-5.3 (low)
Z AI logoZ AI
34
35
39
33
-
38
41
$3.66
$1.7
$1.40
$4.40
-
$3,294
30k
21k
88M
75
2.91s
29.56s
36.22s
393.41s
753B
40B active at inference time
1M
Aug 2026
-
Yes

Supports: text

Supports: text

Zai
Qwen3.5 397B A17B (Non-reasoning)
Alibaba logoAlibaba
21
-
-
-
-
-
-
-
$0.9
$0.60
$3.60
-
-
-
-
-
83
2.25s
2.25s
8.25s
-
397B
17B active at inference time
262k
Feb 2026
-
No

Supports: text and image

Supports: text

DeepInfraAlibaba CloudNebius
+2
Qwen3.5 397B A17B (Reasoning)
Alibaba logoAlibaba
18
19
15
21
-
21
27
$0.47
$0.9
$0.60
$3.60
-
$941
19k
9k
95M
86
2.25s
39.48s
45.32s
180.93s
397B
17B active at inference time
262k
Feb 2026
-
Yes

Supports: text and image

Supports: text

Alibaba CloudParasailDeepInfra
+4