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Fastest DeepSeek V3.2 Inference Providers

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

DigitalOcean currently ranks first at 10.21 s via digitalocean.

Provider options:
14
Ranked:
14
Metric:
Estimated response time

Fastest response endpoint ranking

Fastest DeepSeek V3.2 Inference Providers
RankProvider / routeEstimated response timeSpeed measurementsEndpoint details
#1Provider / route
DigitalOceandigitalocean
Estimated response time10.21 sSpeed measurements
500-token response
10.21 s
Response starts
0.60 s
Output speed
52.0 tok/s
Endpoint details
Input price
$0.425 / 1M tokens
Output price
$1.36 / 1M tokens
Uptime (30 min)
97.38%
Context
163.8K
#2Provider / routeEstimated response time11.33 sSpeed measurements
500-token response
11.33 s
Response starts
1.13 s
Output speed
49.0 tok/s
Endpoint details
Input price
$0.3705 / 1M tokens
Output price
$1.11 / 1M tokens
Uptime (30 min)
90.98%
Context
131.1K
#3Provider / route
Friendlifriendli
Estimated response time13.79 sSpeed measurements
500-token response
13.79 s
Response starts
1.29 s
Output speed
40.0 tok/s
Endpoint details
Input price
$0.5 / 1M tokens
Output price
$1.5 / 1M tokens
Uptime (30 min)
99.92%
Context
163.8K
#4Provider / route
GMICloudgmicloud/fp8
Estimated response time16.54 sSpeed measurements
500-token response
16.54 s
Response starts
2.05 s
Output speed
34.5 tok/s
Endpoint details
Input price
$0.29 / 1M tokens
Output price
$0.43 / 1M tokens
Uptime (30 min)
99.85%
Context
163.8K
#5Provider / route
Baidu Qianfanbaidu/fp8
Estimated response time16.61 sSpeed measurements
500-token response
16.61 s
Response starts
0.98 s
Output speed
32.0 tok/s
Endpoint details
Input price
$0.252 / 1M tokens
Output price
$0.378 / 1M tokens
Uptime (30 min)
99.95%
Context
131.1K
#6Provider / route
SiliconFlowsiliconflow/fp8
Estimated response time17.25 sSpeed measurements
500-token response
17.25 s
Response starts
1.63 s
Output speed
32.0 tok/s
Endpoint details
Input price
$0.259 / 1M tokens
Output price
$0.42 / 1M tokens
Uptime (30 min)
99.86%
Context
163.8K
#7Provider / route
Google Vertexgoogle-vertex
Estimated response time19.40 sSpeed measurements
500-token response
19.40 s
Response starts
0.88 s
Output speed
27.0 tok/s
Endpoint details
Input price
$0.56 / 1M tokens
Output price
$1.68 / 1M tokens
Uptime (30 min)
98.06%
Context
163.8K
#8Provider / route
SambaNovasambanova
Estimated response time21.52 sSpeed measurements
500-token response
21.52 s
Response starts
2.29 s
Output speed
26.0 tok/s
Endpoint details
Input price
$3 / 1M tokens
Output price
$4.5 / 1M tokens
Uptime (30 min)
89.92%
Context
32.8K
#9Provider / route
NovitaAInovita/fp8
Estimated response time22.93 sSpeed measurements
500-token response
22.93 s
Response starts
1.19 s
Output speed
23.0 tok/s
Endpoint details
Input price
$0.269 / 1M tokens
Output price
$0.4 / 1M tokens
Uptime (30 min)
99.74%
Context
163.8K
#10Provider / route
StreamLakestreamlake/fp8
Estimated response time23.06 sSpeed measurements
500-token response
23.06 s
Response starts
1.32 s
Output speed
23.0 tok/s
Endpoint details
Input price
$0.2145 / 1M tokens
Output price
$0.3218 / 1M tokens
Uptime (30 min)
99.93%
Context
128K
#11Provider / route
DeepInfradeepinfra/fp4
Estimated response time30.14 sSpeed measurements
500-token response
30.14 s
Response starts
0.73 s
Output speed
17.0 tok/s
Endpoint details
Input price
$0.26 / 1M tokens
Output price
$0.38 / 1M tokens
Uptime (30 min)
98.92%
Context
163.8K
#12Provider / route
Venicevenice
Estimated response time32.23 sSpeed measurements
500-token response
32.23 s
Response starts
0.98 s
Output speed
16.0 tok/s
Endpoint details
Input price
$0.33 / 1M tokens
Output price
$0.48 / 1M tokens
Uptime (30 min)
45.60%
Context
160K
#13Provider / route
AtlasCloudatlas-cloud/fp8
Estimated response time72.70 sSpeed measurements
500-token response
72.70 s
Response starts
1.27 s
Output speed
7.0 tok/s
Endpoint details
Input price
$0.26 / 1M tokens
Output price
$0.38 / 1M tokens
Uptime (30 min)
99.55%
Context
163.8K
#14Provider / route
Phalaphala
Estimated response time75.59 sSpeed measurements
500-token response
75.59 s
Response starts
4.16 s
Output speed
7.0 tok/s
Endpoint details
Input price
$1 / 1M tokens
Output price
$1 / 1M tokens
Uptime (30 min)
99.05%
Context
163.8K

Endpoint data fetched .

DeepSeek V3.2 endpoint guide

How to interpret the Fastest DeepSeek V3.2 Inference Providers

14 of 14 DeepSeek V3.2 endpoints currently have the published data required for this ranking. DigitalOcean leads at 10.21 s via digitalocean. 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 DigitalOcean with the next option

Alibaba Cloud Int. currently ranks second at 11.33 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 V3.2 has 14 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.