Visualize queue time, first-token latency, and token throughput for AI responses.
A speed visualizer for LLM pipelines. See how queue time, network delay, first-token latency, prefill, and decode throughput combine into user-perceived response time. Ideal for model benchmarking, provider comparisons, and production latency reviews.
Got questions? We’ve got answers. Here are some of the most common inquiries about Tokens Per Second Visualizer.
Tokens per second visualizer
Overall throughput
How to read this
Throughput is not just decode speed. Queue time, network delay, and first-token latency can dominate user-perceived speed, especially on cold starts and tool-heavy prompts.