Use case

Best AI reasoning models

Reasoning models (o-series, Claude thinking, DeepSeek R1, Gemini Thinking) trade latency for quality on hard problems. Pricing reflects extra reasoning tokens.

Top 25 models for step-by-step reasoning

#ModelProviderContextInput price / 1MTier
1Anthropic: Claude Sonnet 5Anthropic1M
Ultra context (1M+)
$2.00Standard
2Anthropic: Claude Sonnet 5 (batch)Anthropic1M
Ultra context (1M+)
$1.00Standard
3Google: Gemini 2.5 FlashGoogle1.0M
Ultra context (1M+)
$0.30Budget
4Google: Gemini 2.5 Flash (batch)Google1.0M
Ultra context (1M+)
$0.15Budget
5Google: Gemini 2.5 Flash Lite Preview 09-2025Google1.0M
Ultra context (1M+)
$0.10Budget
6Google: Gemini 2.5 ProGoogle1.0M
Ultra context (1M+)
$1.25Standard
7Google: Gemini 2.5 Pro (batch)Google1.0M
Ultra context (1M+)
$0.63Budget
8Google: Gemini 2.5 Pro Preview 05-06Google1.0M
Ultra context (1M+)
$1.25Standard
9Google: Gemini 2.5 Pro Preview 06-05Google1.0M
Ultra context (1M+)
$1.25Standard
10Google: Gemini 3 Flash PreviewGoogle1.0M
Ultra context (1M+)
$0.50Budget
11Google: Gemini 3 Flash Preview (batch)Google1.0M
Ultra context (1M+)
$0.25Budget
12Qwen: Qwen Plus 0728 (thinking)Qwen1M
Ultra context (1M+)
$0.26Budget
13Qwen: Qwen3.8 27BQwen1M
Ultra context (1M+)
$0.04Budget
14Thinking Machines: Inkling (free)Thinkingmachines1.0M
Ultra context (1M+)
$0.00Budget
15Thinking Machines: Inkling Small (free)Thinkingmachines1.0M
Ultra context (1M+)
$0.00Budget
16Anthropic: Claude 3.7 Sonnet (thinking)Anthropic200K
Long context (128K+)
$3.00Standard
17Arcee AI: Trinity Large ThinkingArcee Ai262K
Long context (128K+)
$0.25Budget
18ByteDance Seed: Seed 1.6Bytedance Seed262K
Long context (128K+)
$0.25Budget
19ByteDance Seed: Seed 1.6 FlashBytedance Seed262K
Long context (128K+)
$0.07Budget
20Google: Gemma 4 31BGoogle262K
Long context (128K+)
$0.09Budget
21Google: Gemma 4 31B (batch)Google262K
Long context (128K+)
$0.39Budget
22Google: Gemma 4 31B (free)Google262K
Long context (128K+)
$0.00Budget
23inclusionAI: Ring-2.6-1TInclusionai262K
Long context (128K+)
$0.07Budget
24MoonshotAI: Kimi K2 ThinkingMoonshotai262K
Long context (128K+)
$0.60Budget
25OpenAI: o1OpenAI200K
Long context (128K+)
$15.00Premium

Frequently asked questions

What is a reasoning model?

A model that produces internal reasoning tokens before its final answer. Useful for hard math, scientific problems, code planning, and agentic workflows where step-by-step logic matters.

Are reasoning models more expensive?

Usually yes — you pay for the hidden reasoning tokens too. The trade-off is much higher accuracy on hard problems.

Related use cases

Advertisement