Short answer: Ling 3.0 Flash VL is 11x cheaper (under 0.01¢ vs 0.038¢ a chat). Ling 3.0 Flash VL ranks higher overall (#12 vs #14). Ling 3.0 Flash VL wins at reasoning, agentic tasks. GPT-5.6 Luna wins at coding. Ling 3.0 Flash VL is the better all-rounder for the money, but GPT-5.6 Luna is worth it if you mostly need coding.


| Ling 3.0 Flash VL | GPT-5.6 Luna | |
|---|---|---|
| Cost per chat (NZD) | under 0.01¢ | 0.038¢ |
| Chats per NZ$1 | 28,300 | 2,638 |
| Overall rank | #12 | #14 |
| Vendor | InclusionAI | OpenAI |
| Speciality | General | Writing |
| Reasoning | 75 | 66 |
| Code | 55 | 66 |
| Agentic | 75 | 57 |
Scores are 0 to 100 percentiles blending LMArena, Epoch AI, Artificial Analysis and CrapGPT's own tests. Updated 2026-10-11.
Ling 3.0 Flash VL costs under 0.01¢ per typical chat versus 0.038¢ for GPT-5.6 Luna on CrapGPT (NZD, measured token use).
Ling 3.0 Flash VL ranks higher overall on CrapGPT's blended benchmark score. By category: Ling 3.0 Flash VL leads at reasoning, agentic tasks; GPT-5.6 Luna 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 3.0 Flash VL details · GPT-5.6 Luna details