Capabilities Matrix

Compare all AI models by reasoning, speed, multimodal abilities, embeddings, tool use, cost efficiency and more.

GPT-5.4

OpenAI • 400k context

Reasoning10/10
Speed7/10
Cost Efficiency6/10
Vision
Audio
Embeddings
Tool Use

Input Price

$1.75 / 1M tokens

Output Price

$14.00 / 1M tokens

GPT-5.1

OpenAI • 400k context

Reasoning10/10
Speed7/10
Cost Efficiency6/10
Vision
Audio
Embeddings
Tool Use

Input Price

$1.25 / 1M tokens

Output Price

$10.00 / 1M tokens

GPT-5

OpenAI • 400k context

Reasoning10/10
Speed7/10
Cost Efficiency6/10
Vision
Audio
Embeddings
Tool Use

Input Price

$1.25 / 1M tokens

Output Price

$10.00 / 1M tokens

GPT-4 Turbo

OpenAI • 128k context

Reasoning9/10
Speed7/10
Cost Efficiency6/10
Vision
Audio
Embeddings
Tool Use

Input Price

$10.00 / 1M tokens

Output Price

$30.00 / 1M tokens

GPT-5.4

OpenAI • 128k context

Reasoning9/10
Speed8/10
Cost Efficiency8/10
Vision
Audio
Embeddings
Tool Use

Input Price

$2.50 / 1M tokens

Output Price

$15.00 / 1M tokens

GPT-5.4 nano

OpenAI • 128k context

Reasoning8/10
Speed9/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.20 / 1M tokens

Output Price

$1.25 / 1M tokens

o1-preview

OpenAI • 128k context

Reasoning10/10
Speed5/10
Cost Efficiency5/10
Vision
Audio
Embeddings
Tool Use

Input Price

$15.00 / 1M tokens

Output Price

$60.00 / 1M tokens

o1-mini

OpenAI • 128k context

Reasoning9/10
Speed7/10
Cost Efficiency8/10
Vision
Audio
Embeddings
Tool Use

Input Price

$3.00 / 1M tokens

Output Price

$12.00 / 1M tokens

o3-mini

OpenAI • 200k context

Reasoning10/10
Speed9/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$1.00 / 1M tokens

Output Price

$4.00 / 1M tokens

GPT-3.5 Turbo

OpenAI • 16k context

Reasoning6/10
Speed10/10
Cost Efficiency9/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.50 / 1M tokens

Output Price

$1.50 / 1M tokens

Claude 4.6 Opus

Anthropic • 200k context

Reasoning10/10
Speed7/10
Cost Efficiency7/10
Vision
Audio
Embeddings
Tool Use

Input Price

$5.00 / 1M tokens

Output Price

$25.00 / 1M tokens

Claude 4.5 Opus

Anthropic • 200k context

Reasoning10/10
Speed7/10
Cost Efficiency7/10
Vision
Audio
Embeddings
Tool Use

Input Price

$5.00 / 1M tokens

Output Price

$25.00 / 1M tokens

Claude 4.6 Sonnet

Anthropic • 200k context

Reasoning10/10
Speed8/10
Cost Efficiency8/10
Vision
Audio
Embeddings
Tool Use

Input Price

$3.00 / 1M tokens

Output Price

$15.00 / 1M tokens

Claude 4.5 Haiku

Anthropic • 200k context

Reasoning8/10
Speed10/10
Cost Efficiency9/10
Vision
Audio
Embeddings
Tool Use

Input Price

$1.00 / 1M tokens

Output Price

$5.00 / 1M tokens

Gemini 3.1 Pro

Google • 2M context

Reasoning10/10
Speed6/10
Cost Efficiency7/10
Vision
Audio
Embeddings
Tool Use

Input Price

$2.00 / 1M tokens

Output Price

$12.00 / 1M tokens

Gemini 3 Flash

Google • 1M context

Reasoning9/10
Speed10/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.50 / 1M tokens

Output Price

$3.00 / 1M tokens

Gemini 3.1 Flash-Lite

Google • 1M context

Reasoning7/10
Speed10/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.10 / 1M tokens

Output Price

$0.40 / 1M tokens

Llama 3.3 70B (Groq)

Groq • 128k context

Reasoning9/10
Speed10/10
Cost Efficiency9/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.59 / 1M tokens

Output Price

$0.79 / 1M tokens

DeepSeek V4

DeepSeek • 1M context

Reasoning10/10
Speed8/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.27 / 1M tokens

Output Price

$1.10 / 1M tokens

DeepSeek R1

DeepSeek • 128k context

Reasoning10/10
Speed7/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.12 / 1M tokens

Output Price

$0.20 / 1M tokens

DeepSeek V3.2 Chat

DeepSeek • 128k context

Reasoning8/10
Speed8/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.028 / 1M tokens (cached)

Output Price

$0.42 / 1M tokens

Grok 4.1 Fast

xAI • 2M context

Reasoning9/10
Speed9/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.20 / 1M tokens

Output Price

$0.50 / 1M tokens

Grok 4

xAI • 2M context

Reasoning10/10
Speed7/10
Cost Efficiency8/10
Vision
Audio
Embeddings
Tool Use

Input Price

$3.00 / 1M tokens

Output Price

$15.00 / 1M tokens

Mistral Large 24-11

Mistral • 128k context

Reasoning9/10
Speed7/10
Cost Efficiency8/10
Vision
Audio
Embeddings
Tool Use

Input Price

$2.00 / 1M tokens

Output Price

$6.00 / 1M tokens

Mistral Large 3

Mistral • 675B context

Reasoning8/10
Speed8/10
Cost Efficiency9/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.50 / 1M tokens

Output Price

$1.50 / 1M tokens

Perplexity Sonar Pro

Perplexity • 128k context

Reasoning9/10
Speed7/10
Cost Efficiency6/10
Vision
Audio
Embeddings
Tool Use

Input Price

$3.00 / 1M tokens

Output Price

$15.00 / 1M tokens

Perplexity Sonar

Perplexity • 128k context

Reasoning7/10
Speed9/10
Cost Efficiency8/10
Vision
Audio
Embeddings
Tool Use

Input Price

$1.00 / 1M tokens

Output Price

$1.00 / 1M tokens

Perplexity Sonar Reasoning Pro

Perplexity • 128k context

Reasoning9/10
Speed7/10
Cost Efficiency7/10
Vision
Audio
Embeddings
Tool Use

Input Price

$2.00 / 1M tokens

Output Price

$8.00 / 1M tokens

Command R+

Cohere • 128k context

Reasoning9/10
Speed7/10
Cost Efficiency7/10
Vision
Audio
Embeddings
Tool Use

Input Price

$2.50 / 1M tokens

Output Price

$10.00 / 1M tokens

Command R

Cohere • 128k context

Reasoning8/10
Speed8/10
Cost Efficiency9/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.50 / 1M tokens

Output Price

$1.50 / 1M tokens

Llama 4 Maverick (Early Look)

Meta • 1M context

Reasoning10/10
Speed8/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.15 / 1M tokens

Output Price

$0.60 / 1M tokens

Llama 3.1 405B (hosted)

Meta • 128k context

Reasoning10/10
Speed6/10
Cost Efficiency5/10
Vision
Audio
Embeddings
Tool Use

Input Price

$3.00 / 1M tokens

Output Price

$3.00 / 1M tokens

Llama 3.1 70B (hosted)

Meta • 128k context

Reasoning9/10
Speed7/10
Cost Efficiency7/10
Vision
Audio
Embeddings
Tool Use

Input Price

$2.68 / 1M tokens

Output Price

$3.54 / 1M tokens

Llama 3.1 8B (hosted)

Meta • 128k context

Reasoning6/10
Speed9/10
Cost Efficiency10/10
Vision
Audio
Embeddings
Tool Use

Input Price

$0.20 / 1M tokens

Output Price

$0.20 / 1M tokens

Qwen 2.5 72B Instruct

Alibaba • 131k context

Reasoning8/10
Speed7/10
Cost Efficiency8/10
Vision
Audio
Embeddings
Tool Use

Input Price

$1.40 / 1M tokens

Output Price

$5.60 / 1M tokens