Reasoning Models in 2026

For tasks that call for reasoning, compare the models marked for that capability alongside their context capacity and fit for your application. This catalogue contains 332 entries and orders them by context, highest first, with filtering and sorting available. Grok 4.20, Grok 4.20 Multi-Agent and GPT-5.4 lead the displayed results; GPT-5.4 Pro and GPT-5.5 also appear near the start. Use context as the ordering signal, then weigh the details of each model against the requirements of the system you already run.

332 on record. Sorted by context; every figure comes from the OpenRouter model catalogue, with the page it was read from on each entry.

332listed
#ModelLabContextInput price
1Grok 4.20SpaceXAISpaceXAI2,000K$1.25 / 1MView
2Grok 4.20 Multi-AgentSpaceXAISpaceXAI2,000K$1.25 / 1MView
3GPT-5.4OpenAIOpenAI1,050K$2.5 / 1MView
4GPT-5.4 (batch)OpenAIOpenAI1,050K$1.25 / 1MView
5GPT-5.4 ProOpenAIOpenAI1,050K$30 / 1MView
6GPT-5.4 Pro (batch)OpenAIOpenAI1,050K$15 / 1MView
7GPT-5.5OpenAIOpenAI1,050K$5 / 1MView
8GPT-5.5 (batch)OpenAIOpenAI1,050K$2.5 / 1MView
9GPT-5.5 ProOpenAIOpenAI1,050K$30 / 1MView
10GPT-5.5 Pro (batch)OpenAIOpenAI1,050K$15 / 1MView
11GPT-5.6 LunaOpenAIOpenAI1,050K$0.2 / 1MView
12GPT-5.6 Luna (batch)OpenAIOpenAI1,050K$0.1 / 1MView
13GPT-5.6 Luna ProOpenAIOpenAI1,050K$0.2 / 1MView
14GPT-5.6 Luna Pro (batch)OpenAIOpenAI1,050K$0.1 / 1MView
15GPT-5.6 SolOpenAIOpenAI1,050K$2 / 1MView
16GPT-5.6 Sol (batch)OpenAIOpenAI1,050K$1 / 1MView
17GPT-5.6 Sol ProOpenAIOpenAI1,050K$4 / 1MView
18GPT-5.6 Sol Pro (batch)OpenAIOpenAI1,050K$1 / 1MView
19GPT-5.6 TerraOpenAIOpenAI1,050K$2 / 1MView
20GPT-5.6 Terra (batch)OpenAIOpenAI1,050K$1 / 1MView
21GPT-5.6 Terra ProOpenAIOpenAI1,050K$2 / 1MView
22GPT-5.6 Terra Pro (batch)OpenAIOpenAI1,050K$1 / 1MView
23GPT-6.1 SolOpenAIOpenAI1,050K$2 / 1MView
24GPT-6.1 Sol ProOpenAIOpenAI1,050K$2 / 1MView
25GPT-6 AstraOpenAIOpenAI1,050K$10 / 1MView

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