Applied research
Prototypes and evaluations that answer specific questions about what current models can and can't reliably do.
Katyal AI
An AI research and
engineering practice.
We build practical systems with applied AI — for small teams and individuals who want their tools to think alongside them.
Production systems
Calm, auditable AI-enabled software — agents, retrieval pipelines, evaluation harnesses — built to be maintainable by the team that owns them.
Direction
Help framing the right problem, picking the right scope, and avoiding the noise. Often more valuable than the code.