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Ranks providers by how quickly the first generated token appears. Providers without enough recent data remain visible after ranked rows.
Parasail currently ranks first at 0.40 s via parasail/fp8.
| Rank | Provider / route | Time to first token | Speed measurements | Endpoint details |
|---|---|---|---|---|
| #1 | Provider / route Parasail parasail/fp8 | Time to first token0.40 s | Speed measurements
| Endpoint details
|
| #2 | Provider / route Friendli friendli | Time to first token0.40 s | Speed measurements
| Endpoint details
|
| #3 | Provider / route Nebius nebius/fp8 | Time to first token0.40 s | Speed measurements
| Endpoint details
|
| #4 | Provider / route DeepInfra deepinfra/fp8 | Time to first token0.44 s | Speed measurements
| Endpoint details
|
| #5 | Provider / route Alibaba Cloud Int. alibaba | Time to first token0.50 s | Speed measurements
| Endpoint details
|
| #6 | Provider / route Venice venice/fp8 | Time to first token0.55 s | Speed measurements
| Endpoint details
|
| #7 | Provider / route Google Vertex google-vertex/us-south1 | Time to first token0.64 s | Speed measurements
| Endpoint details
|
| #8 | Provider / route Google Vertex google-vertex/us-south1 | Time to first token0.64 s | Speed measurements
| Endpoint details
|
| #9 | Provider / route StreamLake streamlake | Time to first token0.72 s | Speed measurements
| Endpoint details
|
| #10 | Provider / route NovitaAI novita/fp8 | Time to first token0.77 s | Speed measurements
| Endpoint details
|
| #11 | Provider / route GMICloud gmicloud/fp8 | Time to first token1.04 s | Speed measurements
| Endpoint details
|
| #12 | Provider / route AtlasCloud atlas-cloud/fp8 | Time to first token1.26 s | Speed measurements
| Endpoint details
|
Endpoint data fetched .
Qwen3 235B A22B Instruct 2507 endpoint guide
12 of 12 Qwen3 235B A22B Instruct 2507 endpoints currently have the published data required for this ranking. Parasail leads at 0.40 s via parasail/fp8. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.
The first-token ranking orders endpoints by the recent median time before output begins. This is useful for interactive applications, but it should be read alongside throughput because the first provider to start is not always the first to finish a long answer.
Friendli currently ranks second at 0.40 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.
