DeepSeek V4.1 Flash vs GLM 5.3 Flash

Compare with other models

The biggest difference between DeepSeek V4.1 Flash and GLM 5.3 Flash is the unsupported claims. The share of conversations with no unsupported claims is twice as high with DeepSeek: 48% against 24%.

Both models score well on tool use, and GLM does better on task completion. But for a CX agent, DeepSeek's reduction in unsupported claims is worth the small extra cost: about $0.013 per conversation against $0.011.

Published benchmark results for selected models
Metric DeepSeek Sep 15, 2026 Zhipu Sep 10, 2026
Overview
Quality score 85 Best among selected models #2 of 17 81 #7 of 17
Median reply 5.1s Best among selected models Served by Phala 6.4s Served by Together
Cost per conversation $0.013 $0.011 Best among selected models
Quality scores
Tool use 97 Best among selected models 96
Task completion 89 95 Best among selected models
Context retention 81 Best among selected models 75
Grounding 93 Best among selected models 90
Safety 96 Best among selected models 94
Hallucinations % of conversations with no unsupported claims detected 48% Best among selected models 24%
Running stats
p95 reply 19.6s Best among selected models 34.9s
Consistency % of repeat runs ended the same way 85% Best among selected models 82%
Output per turn 450 tokens, median 600 tokens, median

Reply times cover the model call only. Cost estimates use token usage at list prices.

This whole report is one Voxli workspace: simulated customers, assertion checks, and a frozen, versioned test set that reruns when new models ship.

Test set v3f-2026-09 · edition 2026-09-08