How to interpret the Fastest First-Token DeepSeek V3 Inference Providers
3 of 3 DeepSeek V3 endpoints currently have the published data required for this ranking. DeepInfra leads at 0.43 s via deepinfra/fp4. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.
How response-start time is ranked
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.
Compare DeepInfra with the next option
NovitaAI currently ranks second at 1.24 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.
Use the route, not only the provider name
DeepSeek V3 has 3 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.