sumit. All work
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AI products · Product case study

VSK 3.0 Prototype

A role-aware chat prototype connecting education questions to attendance, scholarships and classroom actions.

My contribution
Recommendation analysis & product contribution
Project status
Prototype & product contribution

What I built

Shaped a chat-first prototype for Gujarat’s VSK platform, where one multilingual composer routes attendance, scholarship and payment requests to the right role workspace.

The problem

Education workflows are spread across disconnected tools. A natural-language request needs to open the right action in the right context.

How I approached it

  • Contributed to recommendation-engine analysis, including audience-relative normalization.
  • Worked on the technical messaging around role-aware recommendations.
  • Explored a conversational shell that routes requests to contextual workspaces and policy answers.

The outcome

Contributed to the connected Pocket VSK / SwiftChat product line. The documented SwiftChat artifact demonstrates the workflows using mock data.

Tools behind the work

ReactViteTailwind CSSNode.jsGroq APIGemini API