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Fastest Qwen3 VL 235B A22B Instruct Inference Providers

Ranks providers by estimated time to return 500 tokens, combining the wait for the first token with output speed.

DeepInfra currently ranks first at 16.05 s via deepinfra/fp8.

Provider options:
5
Ranked:
5
Metric:
Estimated response time

Fastest response endpoint ranking

Fastest Qwen3 VL 235B A22B Instruct Inference Providers
RankProvider / routeEstimated response timeSpeed measurementsEndpoint details
#1Provider / route
DeepInfradeepinfra/fp8
Estimated response time16.05 sSpeed measurements
500-token response
16.05 s
Response starts
0.89 s
Output speed
33.0 tok/s
Endpoint details
Input price
$0.2 / 1M tokens
Output price
$0.88 / 1M tokens
Uptime (30 min)
98.25%
Context
262.1K
#2Provider / route
Parasailparasail/fp8
Estimated response time16.66 sSpeed measurements
500-token response
16.66 s
Response starts
1.04 s
Output speed
32.0 tok/s
Endpoint details
Input price
$0.21 / 1M tokens
Output price
$1.9 / 1M tokens
Uptime (30 min)
98.92%
Context
131.1K
#3Provider / routeEstimated response time17.08 sSpeed measurements
500-token response
17.08 s
Response starts
0.95 s
Output speed
31.0 tok/s
Endpoint details
Input price
$0.26 / 1M tokens
Output price
$1.04 / 1M tokens
Uptime (30 min)
99.81%
Context
131.1K
#4Provider / route
NovitaAInovita/bf16
Estimated response time33.98 sSpeed measurements
500-token response
33.98 s
Response starts
1.72 s
Output speed
15.5 tok/s
Endpoint details
Input price
$0.3 / 1M tokens
Output price
$1.5 / 1M tokens
Uptime (30 min)
80.42%
Context
131.1K
#5Provider / route
Venicevenice/fp8
Estimated response time40.83 sSpeed measurements
500-token response
40.83 s
Response starts
2.37 s
Output speed
13.0 tok/s
Endpoint details
Input price
$0.21 / 1M tokens
Output price
$1.9 / 1M tokens
Uptime (30 min)
93.65%
Context
128K

Endpoint data fetched .

Qwen3 VL 235B A22B Instruct endpoint guide

How to interpret the Fastest Qwen3 VL 235B A22B Instruct Inference Providers

5 of 5 Qwen3 VL 235B A22B Instruct endpoints currently have the published data required for this ranking. DeepInfra leads at 16.05 s via deepinfra/fp8. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.

How complete response time is ranked

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.

Compare DeepInfra with the next option

Parasail currently ranks second at 16.66 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 VL 235B A22B 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.