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Ranks providers by estimated time to return 500 tokens, combining the wait for the first token with output speed.
Nebius currently ranks first at 14.29 s via nebius/fp8.
| Rank | Provider / route | Estimated response time | Speed measurements | Endpoint details |
|---|---|---|---|---|
| #1 | Provider / route Nebius nebius/fp8 | Estimated response time14.29 s | Speed measurements
| Endpoint details
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| #2 | Provider / route Parasail parasail/fp8 | Estimated response time18.25 s | Speed measurements
| Endpoint details
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| #3 | Provider / route Friendli friendli | Estimated response time21.23 s | Speed measurements
| Endpoint details
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| #4 | Provider / route Google Vertex google-vertex/us-south1 | Estimated response time21.48 s | Speed measurements
| Endpoint details
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| #5 | Provider / route Google Vertex google-vertex/us-south1 | Estimated response time21.48 s | Speed measurements
| Endpoint details
|
| #6 | Provider / route Alibaba Cloud Int. alibaba | Estimated response time23.23 s | Speed measurements
| Endpoint details
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| #7 | Provider / route DeepInfra deepinfra/fp8 | Estimated response time33.77 s | Speed measurements
| Endpoint details
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| #8 | Provider / route NovitaAI novita/fp8 | Estimated response time39.23 s | Speed measurements
| Endpoint details
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| #9 | Provider / route Venice venice/fp8 | Estimated response time63.05 s | Speed measurements
| Endpoint details
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| #10 | Provider / route StreamLake streamlake | Estimated response time63.22 s | Speed measurements
| Endpoint details
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| #11 | Provider / route GMICloud gmicloud/fp8 | Estimated response time251.04 s | Speed measurements
| Endpoint details
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| — | Provider / route AtlasCloud atlas-cloud/fp8 | Estimated response timeInsufficient recent data | Speed measurements
| Endpoint details
|
Endpoint data fetched .
Qwen3 235B A22B Instruct 2507 endpoint guide
11 of 12 Qwen3 235B A22B Instruct 2507 endpoints currently have the published data required for this ranking. Nebius leads at 14.29 s via nebius/fp8. 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.
Parasail currently ranks second at 18.25 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 235B A22B Instruct 2507 has 12 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.
