This model is deprecated. We only continue performance benchmarking for the default 10k input token workload. Results for other workloads are historical and no longer updated.
Alibaba has launched a newer release, Qwen3.5 397B A17B. We suggest considering it instead.
Qwen3 235B A22B 2507 Instruct API Provider Benchmarking & Analysis
This analysis is intended to support you in choosing the best API provider of Qwen3 235B A22B 2507 Instruct for your use-case.
Fastest
Amazon
Alibaba Cloud
Google Vertex
Nebius
NovitaOutput speed
Total 9 providers
Lowest Latency
DeepInfra (FP8)Google Vertex
ParasailAmazonNebiusTime to first token
Total 9 providers
Lowest Price
DeepInfra (FP8)NovitaParasailNebiusAmazonBlended price (per 1M tokens)
Total 9 providers
Qwen3 235B 2507 is available through 9 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 Amazon (71.5 t/s), Alibaba Cloud (59.9 t/s), and Google Vertex (59.4 t/s). Speed varies significantly across providers, with a 317% difference between the fastest and slowest.
- For latency, DeepInfra (FP8) (0.65s), Google Vertex (0.79s), and Parasail (1.08s) offer the lowest time to first token.
- For pricing, DeepInfra (FP8) (0.14), Novita (0.14), and Parasail (0.14) offer the lowest blended prices per 1M tokens. Prices vary up to 14.7x across providers.
- DeepInfra (FP8) offers both the lowest latency and best pricing, making it attractive for cost-conscious applications. Amazon is the fastest option for throughput-intensive workloads.
Highlights
Pricing
Pricing: Cache Hit, Input, and Output
Pricing: Blended Price
Pricing: Cache Discount
Output Speed vs. Price
Speed
Measured by Output Speed (tokens per second)
Output Speed: Qwen3 235B A22B 2507 Instruct
Latency vs. Output Speed
Latency
Measured by Time (seconds) to First Token
Time to First Token
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
Key Comparison Metrics & API Features
Frequently Asked Questions
Common questions about Qwen3 235B A22B 2507 Instruct providers
Qwen3 235B A22B 2507 Instruct is available through 9 API providers: Nebius, Novita, DeepInfra (FP8), Hyperbolic, Amazon, Parasail, Scaleway, Alibaba Cloud, and Google Vertex. Each provider offers different performance characteristics and pricing.
Qwen3 235B A22B 2507 Instruct is currently available through 9 API providers that we benchmark and track.
The fastest providers for Qwen3 235B A22B 2507 Instruct by output speed are Amazon (71.5 t/s), Alibaba Cloud (59.9 t/s), and Google Vertex (59.4 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 Instruct are DeepInfra (FP8) (0.65s), Google Vertex (0.79s), and Parasail (1.08s). Lower latency means faster initial response time.
The most affordable providers for Qwen3 235B A22B 2507 Instruct by blended price are DeepInfra (FP8) ($0.14 per 1M tokens), Novita ($0.14 per 1M tokens), and Parasail ($0.14 per 1M tokens). Blended price uses a 7:2:1 cache hit/input/output token ratio.
The providers with the lowest input token pricing for Qwen3 235B A22B 2507 Instruct are Novita ($0.09 per 1M input tokens), DeepInfra (FP8) ($0.09 per 1M input tokens), and Parasail ($0.14 per 1M input tokens).
The providers with the lowest output token pricing for Qwen3 235B A22B 2507 Instruct are DeepInfra (FP8) ($0.55 per 1M output tokens), Novita ($0.58 per 1M output tokens), and Nebius ($0.60 per 1M output tokens).
Prices for Qwen3 235B A22B 2507 Instruct vary up to 14.7x across providers. The most affordable is DeepInfra (FP8) at $0.14 per 1M tokens, while Hyperbolic charges $2.00 per 1M tokens.
Output speed for Qwen3 235B A22B 2507 Instruct varies significantly across providers. Amazon is the fastest at 71.5 t/s, which is 4.2x faster than DeepInfra (FP8) at 17.1 t/s.
8 of 9 providers support JSON mode for Qwen3 235B A22B 2507 Instruct: Nebius, Novita, DeepInfra (FP8), Hyperbolic, Parasail, Scaleway, Alibaba Cloud, and Google Vertex.
All 9 providers of Qwen3 235B A22B 2507 Instruct support function calling (tool use).
The best provider for Qwen3 235B A22B 2507 Instruct depends on your priorities: Amazon offers the highest output speed, DeepInfra (FP8) has the lowest latency, and DeepInfra (FP8) provides the most competitive pricing.
When choosing a provider for Qwen3 235B A22B 2507 Instruct, 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 Instruct's intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview