This research area covers the conversational and automation systems behind Qeezox Assist and WResponder — the parts of the product that decide what to say and when to say it.

What we focus on

  • Reducing incorrect or fabricated responses in production traffic, not just in benchmarks
  • Response reliability under real load, including partial failures and timeouts upstream
  • Feeding production edge cases back into evaluation, rather than treating evaluation as a one-time step

Findings here ship directly into Assist and WResponder rather than staying in a report — see our Newsroom for specific updates as they land.