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Fastest First-Token GPT-5 Nano Inference Providers

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

Azure currently ranks first at 0.58 s via azure.

Provider options:
4
Ranked:
2
Metric:
Time to first token

Fastest first token endpoint ranking

Fastest First-Token GPT-5 Nano Inference Providers
RankProvider / routeTime to first tokenSpeed measurementsEndpoint details
#1Provider / route
Azureazure
Time to first token0.58 sSpeed measurements
500-token response
8.05 s
Response starts
0.58 s
Output speed
67.0 tok/s
Endpoint details
Input price
$0.05 / 1M tokens
Output price
$0.4 / 1M tokens
Uptime (30 min)
99.08%
Context
400K
#2Provider / route
OpenAIopenai
Time to first token2.20 sSpeed measurements
500-token response
6.70 s
Response starts
2.20 s
Output speed
111.0 tok/s
Endpoint details
Input price
$0.05 / 1M tokens
Output price
$0.4 / 1M tokens
Uptime (30 min)
97.59%
Context
400K
Provider / route
OpenAIopenai/flex
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
$0.025 / 1M tokens
Output price
$0.2 / 1M tokens
Uptime (30 min)
97.59%
Context
400K
Provider / route
Azureazure/swedencentral
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
$0.055 / 1M tokens
Output price
$0.44 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
400K

Endpoint data fetched .

GPT-5 Nano endpoint guide

How to interpret the Fastest First-Token GPT-5 Nano Inference Providers

2 of 4 GPT-5 Nano endpoints currently have the published data required for this ranking. Azure leads at 0.58 s via azure. 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 Azure with the next option

OpenAI currently ranks second at 2.20 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

GPT-5 Nano has 4 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.