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Fastest First-Token Qwen3 Coder 480B A35B Inference Providers

Ranks providers by how quickly the first generated token appears. Providers without enough recent data remain visible after ranked rows.

Weights & Biases currently ranks first at 0.57 s via wandb/bf16.

Provider options:
6
Ranked:
6
Metric:
Time to first token

Fastest first token endpoint ranking

Fastest First-Token Qwen3 Coder 480B A35B Inference Providers
RankProvider / routeTime to first tokenSpeed measurementsEndpoint details
#1Provider / route
Time to first token0.57 sSpeed measurements
500-token response
10.88 s
Response starts
0.57 s
Output speed
48.5 tok/s
Endpoint details
Input price
$1 / 1M tokens
Output price
$1.5 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
262.1K
#2Provider / route
Venicevenice/fp8
Time to first token0.75 sSpeed measurements
500-token response
7.25 s
Response starts
0.75 s
Output speed
77.0 tok/s
Endpoint details
Input price
$0.35 / 1M tokens
Output price
$1.5 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
256K
#3Provider / route
Alibaba Cloud Int.alibaba/opensource
Time to first token0.99 sSpeed measurements
500-token response
16.14 s
Response starts
0.99 s
Output speed
33.0 tok/s
Endpoint details
Input price
$0.975 / 1M tokens
Output price
$4.88 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
262.1K
#4Provider / route
DeepInfradeepinfra/turbo
Time to first token1.14 sSpeed measurements
500-token response
14.30 s
Response starts
1.14 s
Output speed
38.0 tok/s
Endpoint details
Input price
$0.3 / 1M tokens
Output price
$1 / 1M tokens
Uptime (30 min)
100.00%
Context
262.1K
#5Provider / route
NovitaAInovita/fp8
Time to first token2.27 sSpeed measurements
500-token response
24.99 s
Response starts
2.27 s
Output speed
22.0 tok/s
Endpoint details
Input price
$0.38 / 1M tokens
Output price
$1.55 / 1M tokens
Uptime (30 min)
99.50%
Context
262.1K
#6Provider / route
Google Vertexgoogle-vertex/us-south1
Time to first token4.93 sSpeed measurements
500-token response
20.09 s
Response starts
4.93 s
Output speed
33.0 tok/s
Endpoint details
Input price
$0.22 / 1M tokens
Output price
$1.8 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
262.1K

Endpoint data fetched .

Qwen3 Coder 480B A35B endpoint guide

How to interpret the Fastest First-Token Qwen3 Coder 480B A35B Inference Providers

6 of 6 Qwen3 Coder 480B A35B endpoints currently have the published data required for this ranking. Weights & Biases leads at 0.57 s via wandb/bf16. 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 Weights & Biases with the next option

Venice currently ranks second at 0.75 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

Qwen3 Coder 480B A35B has 6 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.