Work

Products, and the calls behind them.

Each of these is written as a decision, not a résumé line: what the problem actually was, what I chose to do about it, and what happened next. Numbers are at the top.

6 mo Concept to general availability
1M+ End users reached
250M+ Notifications sent monthly
10 Enterprise pilots

Case studies

06 total

ServiceNow · 2024 to 2025 · Product Manager

Employee Works: zero to general availability

A brand new product surface taken from concept to GA in six months, then scaled to ten enterprise pilots and more than a million end users.

6 mo To GA
1M+ Users
Read the case study →

ServiceNow · Agentic AI · Product Manager

People Finder AI Agent

Chose a knowledge graph over vector RAG for organisational search, because "who knows about this" is a relationship question, not a similarity question.

90%+ Answer accuracy
100 Case eval set
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ServiceNow · Platform scale · Product Manager

Notifications and Feedback

Owned the notification platform behind hundreds of millions of monthly sends, and a feedback product employees chose to use rather than were told to.

250M+ Monthly sends
60% Feedback adoption
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ServiceNow · Internal platform · Draft in progress

My Requests

Rebuilt the request experience and its underlying architecture, collapsing close to a hundred recurring case tasks a year down to about ten.

~100 → ~10 Recurring tasks per year
Write-up coming soon

Personal project · RAG · Draft in progress

Enterprise Policy Connector

A retrieval layer over enterprise policy documents, built to explore what governed retrieval looks like when the source material is authoritative and the answers have to be defensible.

RAG Governed retrieval
Write-up coming soon

Personal project · Agentic AI · Draft in progress

Cross-Jurisdiction Compliance Agent

Benchmarked three agent architectures against each other on the same compliance task, to find out which one degrades most gracefully when the rules conflict.

3 Architectures tested
Write-up coming soon

Currently available

Want the longer version of any of these?

I am happy to walk through the decisions in detail, including the ones that did not work.