I
Ishan Parmar
All work
AIGameskraft

AI that routes, not decides

-60%agent-call attempts

The problem

About 1,750 users a day were trying to reach a human agent, most of them not tech-savvy and not comfortable in English.

What I did

  • Killed my own full-AI-agent idea. Automating judgment was the wrong bet.
  • Built an audio LLM: speak a query in six vernacular languages, get routed to the right page.
  • Automated access, not decisions.

Impact

  • Agent-call attempts dropped from about 1,750 to about 700 a day, a 60% cut, across 3 of 8 apps.

Do not automate judgment, automate access. The highest-ROI AI routes and surfaces, it does not decide.

NextPayment success rate, honestly