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Ranks providers by estimated time to return 500 tokens, combining the wait for the first token with output speed.
Alibaba Cloud Int. currently ranks first at 9.34 s via alibaba.
| Rank | Provider / route | Estimated response time | Speed measurements | Endpoint details |
|---|---|---|---|---|
| #1 | Provider / route Alibaba Cloud Int. alibaba | Estimated response time9.34 s | Speed measurements
| Endpoint details
|
| #2 | Provider / route NovitaAI novita/bf16 | Estimated response time12.43 s | Speed measurements
| Endpoint details
|
Endpoint data fetched .
Qwen3 VL 235B A22B Thinking endpoint guide
2 of 2 Qwen3 VL 235B A22B Thinking endpoints currently have the published data required for this ranking. Alibaba Cloud Int. leads at 9.34 s via alibaba. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.
The fastest ranking estimates a 500-token answer by adding the recent median first-token wait to 500 divided by median output throughput. It represents an example complete response, not a guarantee for every prompt or request size.
NovitaAI currently ranks second at 12.43 s. Compare that gap with input and output price, response-start time, output speed, 30-minute uptime, context length, and the exact route before deciding whether first place is meaningful for your workload.
Qwen3 VL 235B A22B Thinking has 2 published provider options, and performance data is matched to each exact OpenRouter routing tag. Different quantization, context, regional deployment, or provider configuration can change price and behavior even when the underlying model name is identical.
