Undominated.ai

Traps

Context cliff

Every published context-tier step function. Ladders keep every rung.

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

ModelWhat we measured
Qwen3.7 Flash2 rungs
Claude Haiku 5.51 rungs
Claude Haiku 5.5 (batch)1 rungs
Qwen3.6 Flash1 rungs
Qwen3.6 Plus1 rungs
Qwen-Plus1 rungs
Qwen3.7 Plus1 rungs
Qwen3 Coder Flash2 rungs
Claude Sonnet 4.51 rungs
Claude Sonnet 4.5 (batch)1 rungs
Fugu Ultra1 rungs
Fugu Ultra v21 rungs
Gemini 2.5 Pro1 rungs
Gemini 2.5 Pro Preview 06-051 rungs
Gemini 3.1 Pro Preview1 rungs
Gemini 3.1 Pro Preview (batch)1 rungs
Gemini 3.1 Pro Preview Custom Tools1 rungs
GPT-5.41 rungs
GPT-5.4 (batch)1 rungs
GPT-5.4 Pro1 rungs
GPT-5.4 Pro (batch)1 rungs
GPT-5.51 rungs
GPT-5.5 (batch)1 rungs
GPT-5.5 Pro1 rungs
GPT-5.5 Pro (batch)1 rungs
GPT-5.6 Luna1 rungs
GPT-5.6 Luna (batch)1 rungs
GPT-5.6 Luna Pro1 rungs
GPT-5.6 Luna Pro (batch)1 rungs
GPT-5.6 Sol1 rungs
GPT-5.6 Sol (batch)1 rungs
GPT-5.6 Sol Pro1 rungs
GPT-5.6 Sol Pro (batch)1 rungs
GPT-5.6 Terra1 rungs
GPT-5.6 Terra (batch)1 rungs
GPT-5.6 Terra Pro1 rungs
GPT-5.6 Terra Pro (batch)1 rungs
GPT-6 Astra1 rungs
GPT-6 Astra (batch)1 rungs
GPT-6 Astra Pro1 rungs
GPT-6 Astra Pro (batch)1 rungs
GPT-6 Luna1 rungs
GPT-6 Luna (batch)1 rungs
GPT-6 Luna Pro1 rungs
GPT-6 Luna Pro (batch)1 rungs
GPT-6 Sol1 rungs
GPT-6 Sol (batch)1 rungs
GPT-6 Sol Pro1 rungs
GPT-6 Sol Pro (batch)1 rungs
GPT-6.1 Sol1 rungs
GPT-6.1 Sol (batch)1 rungs
GPT-6.1 Sol Pro1 rungs
GPT-6.1 Sol Pro (batch)1 rungs
GPT-6.1 Terra1 rungs
GPT-6.1 Terra (batch)1 rungs
GPT-6.1 Terra Pro1 rungs
GPT-6.1 Terra Pro (batch)1 rungs
Grok 4.201 rungs
Grok 4.20 Multi-Agent1 rungs
Grok 4.31 rungs
Grok 4.3 (batch)1 rungs
Grok 4.51 rungs
Grok 4.61 rungs
Grok 4.6 (batch)1 rungs
Grok 4.71 rungs
Grok 4.7 (batch)1 rungs
Grok Build 0.11 rungs
Seed 1.61 rungs
Seed-2.0-Code1 rungs
Seed-2.0-Lite1 rungs
Seed-2.0-Mini1 rungs
Seed 1.6 Flash1 rungs
Qwen3.5 Plus 2026-02-151 rungs
Qwen3.5 Plus 2026-04-201 rungs
Evidence & Ask
Markdown for LLMs