As an Associate Product Manager at Jar with experience at Amazon MX Player managing products with 100Mn+ MAU, I specialize in data-driven product development and delivering exceptional user experiences. An IIT Guwahati graduate with expertise in data analysis, wireframing, SQL, and UI/UX, I have a proven track record of driving product innovation across Connected TVs, Mobile Web, and Android platforms.
Work
Below are some of my recent projects. Please request for the complete walkthrough of the locked projects.
01
Modular AI Chatbot Platform
Built a progression of chatbot implementations exploring how conversational AI evolves from basic prototypes to feature-rich systems with memory, tools, and database integration.
02
Autonomous Job Search AI Agent
Built an autonomous AI agent implementing multi-step agentic workflows for automated job search, content analysis, and personalized recommendations.
03
Podcast RAG System with Vector Search
Built a production-grade RAG system implementing automated podcast processing, vector embeddings, and semantic search to enable conversational Q&A over podcast content.
04
AI Networking Assistant with Semantic Matching
Built an AI-powered professional networking system combining voice interaction, vector search, and automated call initiation to facilitate professional connections.
05
Voice Assistant with Persistent Memory
Built a phone-based AI voice assistant implementing conversation memory persistence to explore the technical challenges of stateful conversational AI systems.
06
MCP Workspace Automation Agent
Built an autonomous AI agent using Model Context Protocol to connect Jira, Slack, and Notion, enabling natural language commands to execute multi-step workflows across productivity platforms.
Thoughts & Ideas
Below are some of my recent thoughts and ideas. Please request for the complete walkthrough of the locked projects.
From Civil Engineering to Product: The Unexpected Path
Building Across Platforms: One Product, Many Surfaces
Metrics That Matter: Lessons from 100M Users
Experience
From IIT Guwahati to building products at scale — driving product innovation at Jar and Amazon MX Player with 100Mn+ monthly active users.
Great products are built when data insights meet user empathy — transforming metrics into meaningful experiences that scale.
Stack
The tools and technologies I leverage to build data-driven consumer products at scale.
in short
I build products that scale to 100Mn+ users
Sai skipped presentations and built real AI products. Want to know how?
Sai Vamsi G was part of the September 2025 cohort at Curious PM, alongside 13 other talented participants.
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