Synthetic testing scales. Real people still surprise the system.
Simulation platforms can run thousands of test calls overnight, and they should. But synthetic callers are built from assumptions about how people speak.
Second-language speakers break those assumptions constantly. For millions of callers, hesitation, restarts, and re-spelled names are simply how a phone call goes.
- a.Hesitation and self-correction
- b.Unstable pronunciation and pacing
- c.Imperfect grammar and code-switching
- d.Restated numbers, names, and addresses
- e.Repeat requests after mishearing
- f.Mid-call abandonment
- g.Real devices, networks, and rooms
Fig. 02 · What that sounds like
It’s on— sorry, I mean Thursday, not Tuesday.
Self-correction
My name is Thiri. T‑H‑I‑R‑I.
Spelling sequence
Zero nine, four five… can you repeat? The line is not so clear.
Repeat request · Channel noise
Illustrative fragments. Pilot transcripts are delivered with consent, metadata, and structured labels.
BKU exists for the gap between simulated callers and the people your agent will actually serve.