I am a senior product manager at ORO Labs in Pune, where I own the product strategy and roadmap for Supplier Experience in enterprise procurement. I started in 2006 at Cisco, working on test infrastructure, then built and led the QA organisation at Fab.com, and moved into product at Pepo, OST and Lido Learning. In between I co-founded Bunawat, taking a 40 year old family apparel business into omnichannel retail. The thread through all of it is that the hardest product problems are decisions disguised as software.
Work
Below are some of my recent projects. Please request for the complete walkthrough of the locked projects.
01
Database-Connected AI Chatbot with Evals
Built a chatbot in five stages, from a plain OpenAI call to a system that remembers the conversation, calls tools and answers from a live database, then traced every answer in Langfuse and had AI judges score it.
02
Podcast Search MCP Server
Turned a semantic search engine over 1,009 product and technology podcast episodes into an MCP server, so an AI assistant can search the library, read transcripts, keep notes and run research briefs.
03
Personal AI Agent with Voice
Built an agent that searches and reads the web, remembers me between sessions, runs a job search from my resume, and answers the phone, with chat and voice sharing one memory.
04
Podcast RAG and Fine-Tuning
Built a question answering app over 149 podcast transcripts and saw why chunking matters, then fine-tuned a small open model to speak in a persona of my choosing.
Thoughts & Ideas
Notes on product judgment: the decisions hidden inside feature requests, how complexity piles up, and taking a traditional business online.
Taking a Traditional Business Online Means Changing How It Runs
How Complexity Quietly Accumulates in a Product
Most Feature Requests Are Decisions in Disguise
Experience
My most recent roles, from blockchain products at OST to running my own business and enterprise procurement at ORO Labs.
Great products don't just automate work. They encode judgment.
Stack
The models, databases and tools I used to build and ship the AI products on this page, from the first chatbot to RAG and fine-tuning.
in short
Own the product strategy and roadmap for Supplier Experience at ORO Labs, across complex enterprise procurement
Junisha skipped presentations and built real AI products. Want to know how?
Junisha Malkani was part of the August 2026 cohort at Curious PM, alongside 24 other talented participants.
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