KCKailash Chandra

Work / AI Product

HighChat.ai — AI product

AI-powered chat product direction focused on production architecture beyond a single model API call.

AI · LLM · Product architecture

01

Problem

Design AI chat experiences that remain operable: context, tools, validation, cost, and observability included.

02

Approach

  • Application architecture around LLM boundaries
  • Guardrails, context, and tool-using agent patterns
  • Production concerns: latency, cost, and monitoring

03

Outcome

Product positioning and architecture for AI chat beyond demo-quality integrations.