Field notes.

Why global voice AI fails Malaysian callers — and what 85% Manglish accuracy actually takes

Malaysian conversations mix Bahasa, English, Mandarin loanwords, and slang inside single sentences. Global platforms collapse below 50% intent accuracy on code-switched speech. Here's what it took to hold 85% in production.