Qwen3 235B A22B 2507 (Reasoning) API Provider Benchmarking & Analysis
Analysis of API providers for Qwen3 235B A22B 2507 (Reasoning) across performance metrics including latency (time to first token), output speed (output tokens per second), price and others. API providers benchmarked include Novita, Alibaba Cloud, Weights & Biases, DeepInfra (FP8), Nebius (FP8), Eigen AI (FP8).
Fastest
Eigen AI (FP8)
Weights & Biases
Nebius (FP8)
NovitaAlibaba CloudOutput speed
Total 6 providers
Lowest Latency
DeepInfra (FP8)Weights & BiasesNebius (FP8)Eigen AI (FP8)NovitaTime to first token
Total 6 providers
Lowest Price
Weights & BiasesNebius (FP8)DeepInfra (FP8)Eigen AI (FP8)NovitaBlended price (per 1M tokens)
Total 6 providers
Qwen3 235B A22B 2507 is available through 6 API providers, each offering different performance characteristics and pricing. Below is a comparison of the key metrics across providers.
- For output speed, the top providers are Eigen AI (FP8) (211.3 t/s), Weights & Biases (106.5 t/s), Nebius (FP8) (79.1 t/s). Speed varies significantly across providers, with a 330% difference between the fastest and slowest.
- For latency, DeepInfra (FP8) (0.36s), Weights & Biases (0.50s), Nebius (FP8) (0.61s) offer the lowest time to first token.
- For pricing, Weights & Biases (0.10), Nebius (FP8) (0.35), DeepInfra (FP8) (0.75) offer the lowest blended prices per 1M tokens. Prices vary up to 9.8x across providers.
Update: Default performance benchmarking workload has updated to 10k input tokens to better reflect production use cases. You can still select different workloads above!
Pricing
Pricing: Input and Output Prices: Qwen3 235B A22B 2507 Providers
Speed vs. Price: Qwen3 235B A22B 2507 Providers
Speed
Measured by Output Speed (tokens per second)
Output Speed: Qwen3 235B A22B 2507 Providers
Latency vs. Output Speed: Qwen3 235B A22B 2507 Providers
Latency
Measured by Time (seconds) to First Token
Time to First Answer Token: Qwen3 235B A22B 2507 Providers
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 235B A22B 2507 Providers
API Features
Function (Tool) Calling & JSON Mode: Qwen3 235B A22B 2507 Providers
DeepInfra (FP8)Context Window: Qwen3 235B A22B 2507 Providers
Summary Table of Key Comparison Metrics
Frequently Asked Questions
Common questions about Qwen3 235B A22B 2507 (Reasoning) providers
Qwen3 235B A22B 2507 (Reasoning) is available through 6 API providers: Novita, Alibaba Cloud, Weights & Biases, DeepInfra (FP8), Nebius (FP8), and Eigen AI (FP8). Each provider offers different performance characteristics and pricing.
Qwen3 235B A22B 2507 (Reasoning) is currently available through 6 API providers that we benchmark and track.
The fastest providers for Qwen3 235B A22B 2507 (Reasoning) by output speed are Eigen AI (FP8) (211.3 t/s), Weights & Biases (106.5 t/s), and Nebius (FP8) (79.1 t/s). Output speed measures how quickly tokens are generated after the model starts responding.
The providers with the lowest time to first token for Qwen3 235B A22B 2507 (Reasoning) are DeepInfra (FP8) (0.36s), Weights & Biases (0.50s), and Nebius (FP8) (0.61s). Lower latency means faster initial response time.
The most affordable providers for Qwen3 235B A22B 2507 (Reasoning) by blended price are Weights & Biases ($0.10 per 1M tokens), Nebius (FP8) ($0.35 per 1M tokens), and DeepInfra (FP8) ($0.75 per 1M tokens). Blended price uses a 3:1 input to output token ratio.
The providers with the lowest input token pricing for Qwen3 235B A22B 2507 (Reasoning) are Weights & Biases ($0.10 per 1M input tokens), Nebius (FP8) ($0.20 per 1M input tokens), and DeepInfra (FP8) ($0.23 per 1M input tokens).
The providers with the lowest output token pricing for Qwen3 235B A22B 2507 (Reasoning) are Weights & Biases ($0.10 per 1M output tokens), Nebius (FP8) ($0.80 per 1M output tokens), and Eigen AI (FP8) ($2.00 per 1M output tokens).
Prices for Qwen3 235B A22B 2507 (Reasoning) vary up to 26.3x across providers. The most affordable is Weights & Biases at $0.10 per 1M tokens, while Alibaba Cloud charges $2.63 per 1M tokens.
Output speed for Qwen3 235B A22B 2507 (Reasoning) varies significantly across providers. Eigen AI (FP8) is the fastest at 211.3 t/s, which is 6.9x faster than DeepInfra (FP8) at 30.6 t/s.
5 of 6 providers support JSON mode for Qwen3 235B A22B 2507 (Reasoning): Alibaba Cloud, Weights & Biases, DeepInfra (FP8), Nebius (FP8), and Eigen AI (FP8).
All 6 providers of Qwen3 235B A22B 2507 (Reasoning) support function calling (tool use).
The best provider for Qwen3 235B A22B 2507 (Reasoning) depends on your priorities: Eigen AI (FP8) offers the highest output speed, DeepInfra (FP8) has the lowest latency, and Weights & Biases provides the most competitive pricing.
When choosing a provider for Qwen3 235B A22B 2507 (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 235B A22B 2507 (Reasoning)'s intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview