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DECISION DESK / JUL 2026VENDOR NEUTRALNO INVESTMENT ADVICE
CONCEPT / REVIEWED JULY 23, 2026

Time to first token

The elapsed time between a request and the first streamed model output received by the application or user.

Why it matters

It can shape perceived responsiveness, but it does not describe total completion time, task quality, or tool execution.

Measure it with

  • Median
  • Tail percentile
  • Timeout rate
  • Total task duration

Do not assume

A fast first token means the final result is useful, complete, or correct.

Sources and interpretation boundaries