Short answer: Ling 3.1 Flash is 1.9x cheaper (0.021¢ vs 0.040¢ a chat). Ling 3.1 Flash ranks higher overall (#5 vs #10). Ling 3.1 Flash wins at reasoning. GLM 5.3 Flash wins at coding. Ling 3.1 Flash is the better all-rounder for the money, but GLM 5.3 Flash is worth it if you mostly need coding.


| Ling 3.1 Flash | GLM 5.3 Flash | |
|---|---|---|
| Cost per chat (NZD) | 0.021¢ | 0.040¢ |
| Chats per NZ$1 | 4,846 | 2,505 |
| Overall rank | #5 | #10 |
| Vendor | InclusionAI | Z.ai |
| Speciality | General | Reasoning |
| Crowd Elo | no votes | 1012 |
| Reasoning | 88 | 73 |
| Code | 66 | 70 |
Scores are 0 to 100 percentiles blending LMArena, Epoch AI, Artificial Analysis and CrapGPT's own tests. Updated 2026-10-11.
Ling 3.1 Flash costs 0.021¢ per typical chat versus 0.040¢ for GLM 5.3 Flash on CrapGPT (NZD, measured token use).
Ling 3.1 Flash ranks higher overall on CrapGPT's blended benchmark score. By category: Ling 3.1 Flash leads at reasoning; GLM 5.3 Flash leads at coding.
Yes. CrapGPT's card battle sends one prompt to two models and lets you pick the winner, paying only for the two replies.
Battle them yourself Ling 3.1 Flash details · GLM 5.3 Flash details