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 Results for other workloads are historical and no longer updated.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 VL 235B A22B (Reasoning) API Provider Benchmarking & Analysis
This analysis is intended to support you in choosing the best API provider of Qwen3 VL 235B A22B (Reasoning) for your use-case.
Fastest
Alibaba Cloud
NovitaOutput speed
Total 2 providers
Lowest Latency
Alibaba CloudNovitaTime to first answer token
Total 2 providers
Lowest Price
Alibaba CloudNovitaBlended price (per 1M tokens)
Total 2 providers
Qwen3 VL 235B A22B (Reasoning) is available through 2 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 Alibaba Cloud (56.9 t/s) and Novita (48.8 t/s).
- For latency, Alibaba Cloud (38.79s) and Novita (43.56s) offer the lowest time to first answer token.
- For pricing, Alibaba Cloud (0.76) and Novita (1.28) offer the lowest blended prices per 1M tokens.
- Alibaba Cloud stands out as the overall leader, ranking first across all three categories: speed, latency, and pricing.
Highlights
Pricing
Pricing: Cache Hit, Input, and Output
Pricing: Blended Price
Output Speed vs. Price
Speed
Measured by Output Speed (tokens per second)
Output Speed: Qwen3 VL 235B A22B (Reasoning)
Latency vs. Output Speed
Latency
Measured by Time (seconds) to First Token
Time to First Answer 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 VL 235B A22B (Reasoning) providers
Qwen3 VL 235B A22B (Reasoning) is available through 2 API providers: Novita and Alibaba Cloud. Each provider offers different performance characteristics and pricing.
Qwen3 VL 235B A22B (Reasoning) is currently available through 2 API providers that we benchmark and track.
The fastest providers for Qwen3 VL 235B A22B (Reasoning) by output speed are Alibaba Cloud (56.9 t/s) and Novita (48.8 t/s). Output speed measures how quickly tokens are generated after the model starts responding.
The providers with the lowest time to first answer token for Qwen3 VL 235B A22B (Reasoning) are Alibaba Cloud (38.79s) and Novita (43.56s). Lower latency means faster initial response time.
The most affordable providers for Qwen3 VL 235B A22B (Reasoning) by blended price are Alibaba Cloud ($0.76 per 1M tokens) and Novita ($1.28 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 VL 235B A22B (Reasoning) are Alibaba Cloud ($0.40 per 1M input tokens) and Novita ($0.98 per 1M input tokens).
The providers with the lowest output token pricing for Qwen3 VL 235B A22B (Reasoning) are Novita ($3.95 per 1M output tokens) and Alibaba Cloud ($4.00 per 1M output tokens).
Prices for Qwen3 VL 235B A22B (Reasoning) vary up to 1.7x across providers. The most affordable is Alibaba Cloud at $0.76 per 1M tokens, while Novita charges $1.28 per 1M tokens.
All 2 providers of Qwen3 VL 235B A22B (Reasoning) support JSON mode for structured output.
All 2 providers of Qwen3 VL 235B A22B (Reasoning) support function calling (tool use).
Alibaba Cloud leads across all key metrics for Qwen3 VL 235B A22B (Reasoning), offering the fastest speed, lowest latency, and most competitive pricing.
When choosing a provider for Qwen3 VL 235B A22B (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 VL 235B A22B (Reasoning)'s intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview