How to interpret the Highest Output-Speed Llama 3.1 8B Instruct Inference Providers
6 of 6 Llama 3.1 8B Instruct endpoints currently have the published data required for this ranking. Weights & Biases leads at 113.0 tok/s via wandb/bf16. The table keeps unranked routes visible so missing measurements do not look like missing provider availability.
How generation throughput is ranked
The output-speed ranking compares recent median generated tokens per second. It favors routes that complete long generations quickly, while first-token latency remains a separate measure of how responsive the endpoint feels at the beginning.
Compare Weights & Biases with the next option
Groq currently ranks second at 100.0 tok/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
Llama 3.1 8B Instruct has 6 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.