Independent analysis of AI models and API providers

Understand the AI landscape to choose the best model and provider for your use-case

Highlights

Quality
Artificial Analysis Quality Index; Higher is better
Speed
Output Tokens per Second; Higher is better
Price
USD per 1M Tokens; Lower is better

API Provider Highlights: Llama 3.1 Instruct 70B

Output Speed vs. Price: Llama 3.1 Instruct 70B

Output Speed: Output Tokens per Second, Price: USD per 1M Tokens
Most attractive quadrant
Smaller, emerging providers are offering high output speed and at competitive prices.
Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Median: Figures represent median (P50) measurement over the past 14 days or otherwise to reflect sustained changes in performance.
Variance data is present on the model and API provider pages amongst the detailed performance metrics. See 'Compare Models' and 'Compare API Providers' in the navigation menu for further analysis.
Notes: Llama 3.1 70B, Cerebras: 8k context, Llama 3.1 70B, SambaNova: 8k context

Pricing (Input and Output Prices): Llama 3.1 Instruct 70B

Price: USD per 1M Tokens; Lower is better
Input price
Output price
Providers typically charge different prices for input and output tokens. The ratio of input / output token price for a certain use-case may significantly impact overall costs.
Input price: Price per token included in the request/message sent to the API, represented as USD per million Tokens.
Output price: Price per token generated by the model (received from the API), represented as USD per million Tokens.
Notes: Llama 3.1 70B, Cerebras: 8k context, Llama 3.1 70B, SambaNova: 8k context

Output Speed, Over Time: Llama 3.1 Instruct 70B

Output Tokens per Second; Higher is better
Smaller, emerging providers offer high output speed, though precise speeds delivered vary day-to-day.
Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).
Over time measurement: Median measurement per day, based on 8 measurements each day at different times. Labels represent start of week's measurements.
Notes: Llama 3.1 70B, Cerebras: 8k context, Llama 3.1 70B, SambaNova: 8k context
See more information on any of our supported models
Model NameFurther analysis
OpenAI logo
OpenAI logoo1-preview
OpenAI logoo1-mini
OpenAI logoGPT-4o (2024-08-06)
OpenAI logoGPT-4o
OpenAI logoGPT-4o mini
OpenAI logoGPT-4 Turbo
OpenAI logoGPT-3.5 Turbo
OpenAI logoGPT-3.5 Turbo Instruct
OpenAI logoGPT-4
Meta logo
Meta logoLlama 3.1 Instruct 405B
Meta logoLlama 3.1 Instruct 70B
Meta logoLlama 3.1 Instruct 8B
Meta logoLlama 3 Instruct 70B
Meta logoLlama 3 Instruct 8B
Meta logoLlama 2 Chat 70B
Meta logoLlama 2 Chat 13B
Meta logoLlama 2 Chat 7B
Google logo
Google logoGemini 1.5 Pro
Google logoGemini 1.5 Flash
Google logoGemma 2 27B
Google logoGemma 2 9B
Google logoGemma 7B Instruct
Google logoGemini 1.0 Pro
Anthropic logo
Anthropic logoClaude 3.5 Sonnet
Anthropic logoClaude 3 Opus
Anthropic logoClaude 3 Haiku
Anthropic logoClaude 3 Sonnet
Anthropic logoClaude 2.1
Anthropic logoClaude 2.0
Anthropic logoClaude Instant
Mistral logo
Mistral logoMistral Large 2
Mistral logoMixtral 8x22B Instruct
Mistral logoMistral NeMo
Mistral logoMistral Small
Mistral logoMixtral 8x7B Instruct
Mistral logoCodestral-Mamba
Mistral logoMistral Large
Mistral logoMistral 7B Instruct
Mistral logoCodestral
Mistral logoMistral Medium
Cohere logo
Cohere logoCommand-R+ (08-2024)
Cohere logoCommand-R (08-2024)
Cohere logoCommand-R+ (04-2024)
Cohere logoCommand-R (03-2024)
Cohere logoCommand
Cohere logoCommand Light
Perplexity logo
Perplexity logoSonar Large
Perplexity logoSonar Small
Perplexity logoSonar 3.1 Small
Perplexity logoSonar 3.1 Large
Microsoft Azure logo
Microsoft Azure logoPhi-3 Medium Instruct 14B
Databricks logo
Databricks logoDBRX Instruct
Reka AI logo
Reka AI logoReka Core
Reka AI logoReka Flash
Reka AI logoReka Edge
AI21 Labs logo
AI21 Labs logoJamba 1.5 Large
AI21 Labs logoJamba 1.5 Mini
AI21 Labs logoJamba Instruct
DeepSeek logo
DeepSeek logoDeepSeek-Coder-V2
DeepSeek logoDeepSeek-V2.5
DeepSeek logoDeepSeek-V2-Chat
Alibaba logo
Alibaba logoQwen2 Instruct 72B
01.AI logo
01.AI logoYi-Large
OpenChat logo
OpenChat logoOpenChat 3.5 (1210)