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Fastest Qwen2.5 Coder 32B Instruct Inference Providers

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

Cloudflare currently ranks first at 42.12 s via cloudflare.

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

Fastest response endpoint ranking

Fastest Qwen2.5 Coder 32B Instruct Inference Providers
RankProvider / routeEstimated response timeSpeed measurementsEndpoint details
#1Provider / route
Cloudflarecloudflare
Estimated response time42.12 sSpeed measurements
500-token response
42.12 s
Response starts
0.46 s
Output speed
12.0 tok/s
Endpoint details
Input price
$0.66 / 1M tokens
Output price
$1 / 1M tokens
Uptime (30 min)
Insufficient recent data
Context
32.8K

Endpoint data fetched .

Qwen2.5 Coder 32B Instruct endpoint guide

How to interpret the Fastest Qwen2.5 Coder 32B Instruct Inference Providers

1 of 1 Qwen2.5 Coder 32B Instruct endpoint currently have the published data required for this ranking. Cloudflare leads at 42.12 s via cloudflare. 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 Cloudflare 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

Qwen2.5 Coder 32B Instruct 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.