Product Insights AI Agent and

Product Insights AI Agent and MCP Servers

Designed an automated Weekly Product Review Pulse that transforms public App Store and Google Play reviews into a concise one-page insight report for fintech products.

The system clusters review feedback, surfaces recurring themes, pulls representative quotes, and highlights actionable ideas to help teams quickly understand customer sentiment. Reports are delivered through Google Workspace using MCP servers for Google Docs and Gmail, keeping the workflow structured, repeatable, and easy to share.

I used Cursor to build the workflow end-to-end, from structuring the review pipeline to refining the automation logic. To keep the system modular, I created a separate MCP server in GitHub to handle the Google Docs and Gmail draft automation independently. This allowed me to generate the report in Docs, prepare the email draft in Gmail, and keep the workflow clean, reusable, and easy to maintain.

Open the case study here: https://www.chitragohad.com/growwaiagent