Product Manager AI & Document Intelligence San Francisco
I build AI agents that turn enterprise content nobody has time to read into answers people actually act on. Before product, I wrote Swift for a living — which is why I still open the network tab when a PM probably shouldn’t.
Aditya Sreerama is a Product Manager at Egnyte in San Francisco, where he led the 0-to-1 launch of a Contract Analyst AI agent now used by 50+ enterprise customers to analyse 40,000+ contracts. He ships retrieval, evaluation and extraction systems — and started out writing Swift for an airline.
Yes, I built the thing that does this.
Selected work
Mostly at Egnyte, where the job is convincing a decades-old content platform to behave like an AI-native one without breaking a single customer's Tuesday.
0 → 1 · AI Agent
An agent that reads a contract the way a paralegal would — pulling renewal dates, liability caps and indemnity clauses out of 21 contract types without anyone opening the PDF. I owned model selection, prompt architecture and the evaluation framework that kept extraction precision honest against cost.
Retrieval · Multi-modal
Replaced keyword search with RAG-backed summaries and multi-modal retrieval across video, audio and geo content. The measurable win was behavioural: people stopped guessing at filenames and started asking questions in plain English.
Vertical · Document AI
A pipeline that classifies RFIs, RFPs, submittals and drawings the moment they land, then extracts the fields that only matter in construction — CSI divisions, project sections — so downstream AI answers arrive with the right context already attached.
Platform · Adoption
The first screen every user sees had quietly become a filing cabinet. I rebuilt it as a personalised starting point — recent work, relevant content, actual signal — and shipped it carefully enough that it became the default for everyone.
How I work
Most bad products are just good execution pointed at the wrong problem. So I spend longer than most people find comfortable at the start.
Find out whether the thing should exist before anyone commits a sprint to it.
Make it legible on paper first. Cheapest place to be wrong.
Arguing about a mockup takes longer than clicking a real one. So I build the real one.
Where the roadmap meets engineering reality, and reality usually wins.
Shipping is the start of the work. Nobody adopts what nobody understands.
The long version
Six years of shipping, in reverse. Start at now and scroll back to the version of me who thought a spec was a suggestion.
Now
AI-powered content platform for secure file management, collaboration and governance.
Hired to work on content management. Ended up spending three years teaching a filing system to think.
Lets financial institutions launch white-labelled wealth management.
Digital wealth management, where the users were credit unions and the stakes were other people’s retirement.
API-powered brokerage letting fintechs embed US securities trading.
Walked into a company with no product analytics and left with dashboards three teams refused to give up.
Product Management & Entrepreneurship track.
The deliberate pivot: engineer in, product manager out. Also where I learned that a good framework beats a loud opinion.
Contact-less print and delivery for university students during the pandemic.
Lockdown shut every campus print shop, so a thousand students had nowhere to print their exams. We fixed that in a week.
Southeast Asia’s largest budget airline.
Where I learned what it costs engineering to build the thing a product person casually asked for on a Tuesday.
Information Science & Engineering.
Four years of computer science, and the beginning of a long habit of building things nobody asked for.
Bangalore, a laptop, and too much free time
Nights and weekends
Small, unglamorous tools. Every one of them started as a complaint and ended as a weekend.
A Word plug-in that injects suggested clause language into contracts based on predefined rules. Entirely vibe-coded, entirely functional.
See the proof of conceptAn open-source Chrome extension that stops you from sending calendar invites with no way to actually join them.
Get the extensionA tuberculosis care app that gamified medication adherence through brutally long treatment courses. Won Microsoft’s Epic Challenge in 2023.
Watch the submissionSay hello
I’m most useful early — when the problem is still fuzzy, the data is a mess, and someone needs to decide what’s actually worth building. Tell me about yours.
aditya.sreerama@gmail.comUsually replies within a day. Always replies to a good problem.