AI EngineeringInterview preparation
Intermediate·Concept·2 min read

Speech-to-text, text-to-speech, and audio understanding

Practice this question

Overview

  • Speech-to-text converts spoken words into text.
  • Text-to-speech produces spoken output from text.
  • Audio understanding can also process nontext information in audio, depending on the model, but reliable interpretation of emotions or identity should not be assumed.

Why this matters

Voice accessibility, phone support, transcription, and spoken assistance broaden how users interact.

An everyday example

A clerk listens to a call, writes notes, and reads a confirmed response aloud.

A technical example

Transcribe “check claim C42,” confirm uncertain identifiers, call the status tool, and speak the verified result.

How it works

  1. Capture permitted audio
  2. Transcribe/interpret
  3. Validate transcript-sensitive fields
  4. Route task
  5. Generate safe text
  6. Synthesize/play audio.

Architecture and flow

Audio → transcription → application/agent → verified text → speech output.

The insurance assistant example

A caller reports an accident hands-free; the assistant repeats important dates and names for confirmation.

When to use it

Phone support, accessibility, and workflows where speech is a preferred input.

When to avoid it

Do not silently assume transcription of names, amounts, and claim IDs is exact or use voice alone as robust authentication.

Interview answer

“I treat transcription as uncertain input, confirm consequential fields, and keep spoken actions within the same secure backend rules as text.”

Benefits, trade-offs, and production considerations

  • Noise, accents, code-switching, recording permissions, and retention affect design.
  • Store only needed audio and transcripts, and clearly distinguish misunderstood speech from backend errors.
Adapted from 13_AI.MD · “Speech-to-text, text-to-speech, and audio understanding”. Code examples are study fragments. Difficulty and core labels are editorial estimates; version-specific behavior should be checked against your project.