Alibaba has launched a newer model, Qwen3 4B 2507, we suggest considering this model instead.
For more information, see Comparison of Qwen3 4B 2507 to other models and API provider benchmarks for Qwen3 4B 2507.
Qwen3 4B (Reasoning) API Provider Benchmarking & Analysis
Analysis of API providers for Qwen3 4B (Reasoning) across performance metrics including latency (time to first token), output speed (output tokens per second), price and others. API providers benchmarked include Alibaba Cloud.
Fastest
Alibaba CloudOutput speed
Total 1 providers
Lowest Latency
Alibaba CloudTime to first token
Total 1 providers
Lowest Price
Alibaba CloudBlended price (per 1M tokens)
Total 1 providers
Qwen3 4B is available through Alibaba Cloud.
Pricing
Pricing: Input and Output Prices: Qwen3 4B Providers
Price per token included in the request/message sent to the API, represented as USD per million Tokens.
Price per token generated by the model (received from the API), represented as USD per million Tokens.
Speed vs. Price: Qwen3 4B Providers
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.
Speed
Measured by Output Speed (tokens per second)
Output Speed: Qwen3 4B Providers
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 vs. Output Speed: Qwen3 4B Providers
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.
Latency
Measured by Time (seconds) to First Token
Time to First Answer Token: Qwen3 4B Providers
Time to first answer token received, in seconds, after API request sent. For reasoning models, this includes the 'thinking' time of the model before providing an answer. 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: Qwen3 4B Providers
Seconds to receive a 500 token response. Key components:
- Input time: Time to receive the first response token
- Thinking time (only for reasoning models): Time reasoning models spend outputting tokens to reason prior to providing an answer. Amount of tokens based on the average reasoning tokens across a diverse set of 60 prompts (methodology details).
- Answer time: Time to generate 500 output tokens, based on output speed
For fair comparison, the number of reasoning tokens is standardized across all providers for each model based on the model's representative query token counts.
Figures represent median (P50) measurement over the past 72 hours to reflect sustained changes in performance.
API Features
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: Qwen3 4B Providers
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
FAQ
Common questions about Qwen3 4B (Reasoning) providers
Qwen3 4B (Reasoning) is available through 1 API provider: Alibaba Cloud. Each provider offers different performance characteristics and pricing.
Qwen3 4B (Reasoning) is currently available through 1 API provider that we benchmark and track.
The fastest provider for Qwen3 4B (Reasoning) by output speed is Alibaba Cloud (87.3 t/s). Output speed measures how quickly tokens are generated after the model starts responding.
The provider with the lowest time to first token for Qwen3 4B (Reasoning) is Alibaba Cloud (1.09s). Lower latency means faster initial response time.
The most affordable provider for Qwen3 4B (Reasoning) by blended price is Alibaba Cloud ($0.40 per 1M tokens). Blended price uses a 3:1 input to output token ratio.
The provider with the lowest input token pricing for Qwen3 4B (Reasoning) is Alibaba Cloud ($0.11 per 1M input tokens).
The provider with the lowest output token pricing for Qwen3 4B (Reasoning) is Alibaba Cloud ($1.26 per 1M output tokens).
All 1 providers of Qwen3 4B (Reasoning) support JSON mode for structured output.
All 1 providers of Qwen3 4B (Reasoning) support function calling (tool use).
Alibaba Cloud leads across all key metrics for Qwen3 4B (Reasoning), offering the fastest speed, lowest latency, and most competitive pricing.
When choosing a provider for Qwen3 4B (Reasoning), consider: output speed (for throughput-intensive tasks), latency (for interactive applications requiring quick first responses), pricing (for cost-sensitive workloads), and API features like JSON mode or function calling.
Yes, provider performance can vary over time due to infrastructure changes, load balancing, and updates. We continuously benchmark all providers and display historical performance trends in the "Over Time" charts.
For information about Qwen3 4B (Reasoning)'s intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview →