AI case study

A voice assistant that holds the thread of a conversation

VoxaAI is an Android voice assistant for people who would rather speak than type, and who expect to be understood the first time.

Client
VoxaAI
Sector
AI
Platform
Android
Built by
TechOTD Solutions

The problem

Voice assistants break in the places people actually use them. An accent or a noisy room defeats the recognition. Each request is treated as though the previous one never happened, so anything that needs a follow-up has to be re-stated in full. And a pause long enough to notice turns what should be a conversation into a form you happen to be filling in out loud.

What we built

  • Speech recognition tuned for varied accents and background noise rather than for a quiet room
  • A conversational engine that keeps context across multi-turn exchanges, so a follow-up can just be a follow-up
  • Response generation over LLM models instead of a fixed set of intents
  • Multilingual input, so people can speak in the language they think in
  • An Android app designed around voice as the primary interface, not as an add-on to a keyboard

What made it hard

Four problems have to be solved simultaneously before any one of them counts: recognition that survives accents and noise, understanding that happens in real time, responses that are actually relevant to what was asked, and a mobile experience where talking to it is genuinely easier than typing. Get three right and the fourth still sinks it.

How we built it

  • Fine-tuned the recognition pipeline against varied accents and noisy environments
  • Carried conversational context across turns, so earlier parts of an exchange inform later ones
  • Optimised the inference pipeline for sub-second responses — latency is what makes a conversation feel transactional
  • Designed the voice interface for accessibility, so it works across technical comfort levels rather than assuming a power user

Who it is for

Android users who want assistance by speaking — hands busy, screen out of reach, or simply faster out loud — including people for whom typing is the barrier rather than the convenience.

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