Traps

Precision bait

Distinct sellers, not rows. A cheaper lower-quant endpoint is a trade, not a saving. See /spreads/.

As of 2026-11-05. Public lens does not apply; these are price-shape facts.

ModelWhat we measured
MiniMax M3.1 Flashserving precision differs across offers — cheapest may be worse quant
DeepSeek V4.1 Flash 1017serving precision differs across offers — cheapest may be worse quant
Beam 1.0 501B A23Bserving precision differs across offers — cheapest may be worse quant
Muse Spark Openserving precision differs across offers — cheapest may be worse quant
Nemotron 3.5 Super VLserving precision differs across offers — cheapest may be worse quant
Step 5 Previewserving precision differs across offers — cheapest may be worse quant
Ling 3.1 Flashserving precision differs across offers — cheapest may be worse quant
MiMo-V2.6-Flashserving precision differs across offers — cheapest may be worse quant
MiMo-V2.6-Proserving precision differs across offers — cheapest may be worse quant
DeepSeek V4.1 Flashserving precision differs across offers — cheapest may be worse quant
Hy4 previewserving precision differs across offers — cheapest may be worse quant
GLM 5.3 Flashserving precision differs across offers — cheapest may be worse quant
GLM 5.3serving precision differs across offers — cheapest may be worse quant
Qwen3.8 27Bserving precision differs across offers — cheapest may be worse quant
Qwen3.8 2.4T A95Bserving precision differs across offers — cheapest may be worse quant
DeepSeek V4 Pro 0813serving precision differs across offers — cheapest may be worse quant
Nemotron 3.5 Lightningserving precision differs across offers — cheapest may be worse quant
DeepSeek V4 Flash 0731serving precision differs across offers — cheapest may be worse quant
Ling 3.0 Flashserving precision differs across offers — cheapest may be worse quant
Kimi K3serving precision differs across offers — cheapest may be worse quant
Hy3serving precision differs across offers — cheapest may be worse quant
GLM 5.2serving precision differs across offers — cheapest may be worse quant
Kimi K2.7 Codeserving precision differs across offers — cheapest may be worse quant
Nemotron 3 Ultraserving precision differs across offers — cheapest may be worse quant
MiniMax M3serving precision differs across offers — cheapest may be worse quant
Qwen3.6 35B A3Bserving precision differs across offers — cheapest may be worse quant
Qwen3.6 27Bserving precision differs across offers — cheapest may be worse quant
DeepSeek V4 Pro 0423serving precision differs across offers — cheapest may be worse quant
DeepSeek V4 Flash 0423serving precision differs across offers — cheapest may be worse quant
MiMo-V2.5-Proserving precision differs across offers — cheapest may be worse quant
Kimi K2.6serving precision differs across offers — cheapest may be worse quant
GLM 5.1serving precision differs across offers — cheapest may be worse quant
Gemma 4 26B A4B serving precision differs across offers — cheapest may be worse quant
Gemma 4 31Bserving precision differs across offers — cheapest may be worse quant
MiniMax M2.7serving precision differs across offers — cheapest may be worse quant
Nemotron 3 Superserving precision differs across offers — cheapest may be worse quant
Qwen3.5-9Bserving precision differs across offers — cheapest may be worse quant
Qwen3.5-35B-A3Bserving precision differs across offers — cheapest may be worse quant
Qwen3.5-27Bserving precision differs across offers — cheapest may be worse quant
Qwen3.5-122B-A10Bserving precision differs across offers — cheapest may be worse quant
Qwen3.5 397B A17Bserving precision differs across offers — cheapest may be worse quant
MiniMax M2.5serving precision differs across offers — cheapest may be worse quant
GLM 5serving precision differs across offers — cheapest may be worse quant
Kimi K2.5serving precision differs across offers — cheapest may be worse quant
GLM 4.7 Flashserving precision differs across offers — cheapest may be worse quant
GLM 4.7serving precision differs across offers — cheapest may be worse quant
GLM 4.6Vserving precision differs across offers — cheapest may be worse quant
DeepSeek V3.2serving precision differs across offers — cheapest may be worse quant
Qwen3 VL 30B A3B Instructserving precision differs across offers — cheapest may be worse quant
GLM 4.6serving precision differs across offers — cheapest may be worse quant
DeepSeek V3.1serving precision differs across offers — cheapest may be worse quant
gpt-oss-120bserving precision differs across offers — cheapest may be worse quant
gpt-oss-20bserving precision differs across offers — cheapest may be worse quant
Qwen3 Coder 30B A3B Instructserving precision differs across offers — cheapest may be worse quant
Qwen3 30B A3B Instruct 2507serving precision differs across offers — cheapest may be worse quant
GLM 4.5 Airserving precision differs across offers — cheapest may be worse quant
Qwen3 Coder 480B A35Bserving precision differs across offers — cheapest may be worse quant
Mistral Small 3.2 24Bserving precision differs across offers — cheapest may be worse quant
MiniMax M1serving precision differs across offers — cheapest may be worse quant
R1 0528serving precision differs across offers — cheapest may be worse quant
Qwen3 14Bserving precision differs across offers — cheapest may be worse quant
Llama 4 Maverickserving precision differs across offers — cheapest may be worse quant
Llama 4 Scoutserving precision differs across offers — cheapest may be worse quant
Gemma 3 12Bserving precision differs across offers — cheapest may be worse quant
DeepSeek V3serving precision differs across offers — cheapest may be worse quant
Llama 3.3 70B Instructserving precision differs across offers — cheapest may be worse quant
Llama 3.2 3B Instructserving precision differs across offers — cheapest may be worse quant
Llama 3 8B Lunarisserving precision differs across offers — cheapest may be worse quant
Llama 3.1 8B Instructserving precision differs across offers — cheapest may be worse quant
Mistral Nemoserving precision differs across offers — cheapest may be worse quant
MythoMax 13Bserving precision differs across offers — cheapest may be worse quant
Evidence & Ask