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Fastest First-Token Qwen3 Coder 30B A3B Instruct Inference Providers

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

Alibaba Cloud Int. currently ranks first at 0.87 s via alibaba.

Provider options:
5
Ranked:
4
Metric:
Time to first token

Fastest first token endpoint ranking

Rank providers by
Fastest First-Token Qwen3 Coder 30B A3B Instruct Inference Providers
RankProvider / routeTime to first tokenSpeed measurementsEndpoint details
#1Provider / route
Time to first token0.87 sSpeed measurements
500-token response
11.51 s
Response starts
0.87 s
Output speed
47.0 tok/s
Endpoint details
Input price
$0.2925 / 1M tokens
Output price
$1.46 / 1M tokens
Uptime (30 min)
99.89%
Context
262.1K
#2Provider / route
NovitaAInovita/fp8
Time to first token1.03 sSpeed measurements
500-token response
14.54 s
Response starts
1.03 s
Output speed
37.0 tok/s
Endpoint details
Input price
$0.07 / 1M tokens
Output price
$0.27 / 1M tokens
Uptime (30 min)
54.57%
Context
160K
#3Provider / route
SiliconFlowsiliconflow/fp8
Time to first token1.65 sSpeed measurements
500-token response
26.64 s
Response starts
1.65 s
Output speed
20.0 tok/s
Endpoint details
Input price
$0.07 / 1M tokens
Output price
$0.28 / 1M tokens
Uptime (30 min)
24.05%
Context
262.1K
#4Provider / route
DigitalOceandigitalocean
Time to first token1.73 sSpeed measurements
500-token response
251.73 s
Response starts
1.73 s
Output speed
2.0 tok/s
Endpoint details
Input price
$0.45 / 1M tokens
Output price
$1.7 / 1M tokens
Uptime (30 min)
89.25%
Context
262.1K
—Provider / route
Amazon Bedrockamazon-bedrock
Time to first tokenInsufficient recent dataSpeed measurements
500-token response
Insufficient recent data
Response starts
Insufficient recent data
Output speed
Insufficient recent data
Endpoint details
Input price
$0.15 / 1M tokens
Output price
$0.6 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
0

Endpoint data fetched .

Qwen3 Coder 30B A3B Instruct endpoint guide

How to interpret the Fastest First-Token Qwen3 Coder 30B A3B Instruct Inference Providers

4 of 5 Qwen3 Coder 30B A3B Instruct endpoints currently have the published data required for this ranking. Alibaba Cloud Int. leads at 0.87 s via alibaba. 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 Alibaba Cloud Int. with the next option

NovitaAI currently ranks second at 1.03 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 30B A3B Instruct has 5 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.