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Fastest Granite 4.1 8B Inference Providers

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

Weights & Biases currently ranks first at 4.33 s via wandb/bf16.

Provider options:
1
Ranked:
1
Metric:
Estimated response time

Fastest response endpoint ranking

Fastest Granite 4.1 8B Inference Providers
RankProvider / routeEstimated response timeSpeed measurementsEndpoint details
#1Provider / route
Estimated response time4.33 sSpeed measurements
500-token response
4.33 s
Response starts
0.09 s
Output speed
118.0 tok/s
Endpoint details
Input price
$0.05 / 1M tokens
Output price
$0.1 / 1M tokens
Uptime (30 min)
100.00%
Context
131.1K

Endpoint data fetched .

Granite 4.1 8B endpoint guide

How to interpret the Fastest Granite 4.1 8B Inference Providers

1 of 1 Granite 4.1 8B endpoint currently have the published data required for this ranking. Weights & Biases leads at 4.33 s via wandb/bf16. 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 Weights & Biases with the next option

Only 1 route currently qualifies, so the rank alone provides limited choice. Review every visible endpoint for price, speed, uptime, context length, and route-specific configuration.

Use the route, not only the provider name

Granite 4.1 8B has 1 published provider option, 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.