AI Product Management with Claude Code & Cursor
Three production systems built with AI-first workflows
I don't just talk about AI in product management - I ship with it. Here are three systems I've built with Claude Code and Cursor.
The Challenge
PMs waste 60% of time on grunt work:
PRDs taking 3 hours, research synthesis taking 2 hours, reviewing 500+ irrelevant job posts weekly.
I created apps to streamline these processes, saving time for strategic thinking and product decisions.
The Process
- Stakeholder Intelligence System
10+ hours of synthesis work reduced to 30 minutes
- Processes unlimited stakeholder interviews systematically
- Surfaces contradictions humans miss in manual synthesis
- Generates professional closing-the-loop documents instantly
Tech: Claude Code, custom agents, structured markdown synthesis
https://github.com/your-username/stakeholder-intelligence - n8n AI Job Search Pipeline
15 hours weekly reduced to 2 hours (87% time saved)
- 200+ jobs processed weekly while I sleep
- 90% noise eliminated, only high-quality matches surface
- Tailored CVs generated automatically for each role
Impact: $5-8/week cost, 15 hours/week saved
https://github.com/your-username/job-search-automation - PM Operating System
11 hours weekly saved across all PM workflows
- PRDs written in 15 minutes instead of 3 hours
- Obsidian knowledge linking for smart context loading
- Context never lost when switching between projects
https://github.com/your-username/pm-operating-system
The Outcome
Three systems delivered in weeks that save time and increase the quality of outcomes
Over 15 hours a week saved
Increased number and quality of job applications
Stakeholder intelligence in beta testing for customer feedback
Henry Latham
Founder of Product MBA
Simon is a talented AI product manager. A stand out feature form me is his ability to work effectively at pace in a highly ambiguous environment.
Key takeaways
AI-first product management isn't about replacing judgment - it's about eliminating grunt work. These three systems handle synthesis, filtering, and documentation while I focus on strategy, customer conversations, and decisions.
The pattern? Rich context engineering, multi-stage AI workflows, and ruthless automation of repetitive work. Built with Claude Code and Cursor over 2 months. Shipping new features weekly.