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Qwen2.5 72B: API Provider Benchmarking & Analysis

Analysis of API providers for Qwen2.5 Instruct 72B across performance metrics including latency (time to first token), output speed (output tokens per second), price and others. API providers benchmarked include Alibaba Cloud, Together.ai Turbo, DeepInfra, Hyperbolic.

Alibaba has launched a newer model, Qwen3 235B, we suggest considering this model instead.

For more information, see Comparison of Qwen3 235B to other models and API provider benchmarks for Qwen3 235B.

Owner:
Alibaba
License:
Open
Context window:
131k
Link:

Comparison Summary

Output Speed (tokens/s):Qwen2.5 72B Turbo, Together.ai logo Together.ai Turbo (86 t/s) and  Qwen2.5 72B, Alibaba Cloud logo Alibaba Cloud (46 t/s) are the fastest providers of Qwen2.5 72B, followed by Qwen2.5 72B, DeepInfra logo DeepInfra (33 t/s) & Qwen2.5 72B, Hyperbolic logo Hyperbolic (33 t/s).Latency (TTFT):Qwen2.5 72B Turbo, Together.ai logo Together.ai Turbo (0.42s) and  Qwen2.5 72B, DeepInfra logo DeepInfra (0.50s) have the lowest latency for Qwen2.5 72B, followed by Qwen2.5 72B, Hyperbolic logo Hyperbolic (0.77s) & Qwen2.5 72B, Alibaba Cloud logo Alibaba Cloud (1.09s).Blended Price ($/M tokens):Qwen2.5 72B, DeepInfra logo DeepInfra ($0.19) and  Qwen2.5 72B, Hyperbolic logo Hyperbolic ($0.40) are the most cost-effective providers for Qwen2.5 72B, followed by & Qwen2.5 72B Turbo, Together.ai logo Together.ai Turbo ($1.20).Input Token Price:Qwen2.5 72B, DeepInfra logo DeepInfra ($0.12) and  Qwen2.5 72B, Hyperbolic logo Hyperbolic ($0.40) offer the lowest input token prices for Qwen2.5 72B, followed by & Qwen2.5 72B Turbo, Together.ai logo Together.ai Turbo ($1.20).Output Token Price:Qwen2.5 72B, DeepInfra logo DeepInfra ($0.39) and  Qwen2.5 72B, Hyperbolic logo Hyperbolic ($0.40) offer the lowest output token prices for Qwen2.5 72B, followed by & Qwen2.5 72B Turbo, Together.ai logo Together.ai Turbo ($1.20).

Highlights

Intelligence
Artificial Analysis Intelligence Index; Higher is better
Estimate (independent evaluation forthcoming)
Speed
Output Tokens per Second; Higher is better
Price
USD per 1M Tokens; Lower is better
Parallel Queries:
Prompt Length:

Speed vs. Price

Output Speed: Output Tokens per Second; Price: USD per 1M Tokens
Most attractive quadrant
DeepInfra
Hyperbolic
Together.ai Turbo

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).

Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).

Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

Latency vs. Output Speed

Latency: Seconds to First Token Received; Output Speed: Output Tokens per Second; 1,000 Input Tokens
Most attractive quadrant
Size represents Price (USD per M Tokens)
Alibaba Cloud
DeepInfra
Hyperbolic
Together.ai Turbo

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).

Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.

Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).

Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

Speed

Measured by Output Speed (tokens per second)

Output Speed

Output Tokens per Second; Higher is better; 1,000 Input Tokens

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).

Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

Latency

Measured by Time (seconds) to First Token

Time to First Token

Seconds to First Token Received; Lower is better; 1,000 Input Tokens

Time to first token received, in seconds, after API request sent. For reasoning models which share reasoning tokens, this will be the first reasoning token. For models which do not support streaming, this represents time to receive the completion.

Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

End-to-End Response Time

Seconds to output 500 Tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

End-to-End Response Time vs. Price

End-to-End Response Time: End-to-End Seconds to Output 500 Tokens; Price: USD per 1M Tokens
Most attractive quadrant
DeepInfra
Hyperbolic
Together.ai Turbo

Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).

Seconds to receive a 500 token response considering input processing time, 'thinking' time of reasoning models, and output speed.

Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.

API Features

Function (Tool) Calling & JSON Mode

ModelsFunction callingJSON Mode
Alibaba Cloud logoAlibaba Cloud
Together.ai Turbo logoTogether.ai Turbo
DeepInfra logoDeepInfra
Hyperbolic logoHyperbolic

Indicates whether the provider supports function calling in their API. Function calling is also known as 'Tool Calling'.

Indicates whether the provider supports JSON mode in their API. When JSON mode is enabled, the models will always return a valid JSON object.

Context Window

Context Window: Tokens Limit; Higher is better

Maximum number of combined input & output tokens. Output tokens commonly have a significantly lower limit (varied by model).

While models have their own context window, in cases this is limited by providers.

Summary Table of Key Comparison Metrics