/ whitepaper /
AI Product Management: The Transformation Across the Product Lifecycle
How AI is reshaping every phase of the product lifecycle — where the friction is, and how to use AI to systematically improve the cycles and stop stalling your AI ROI.
Thank you!
About the author
Jim Grundner is VP of Engineering at Allstacks, bringing two decades of engineering and product leadership across enterprise software, financial services, and cybersecurity — including roles at JupiterOne, Fidelity, and as CTO of PeopleFluent.
AI is transforming every phase of the product development lifecycle, but bottlenecks and friction still limit your AI ROI. This whitepaper breaks down where AI is transforming each phase, where the friction exists, and how to use AI to systematically improve the cycles.
For 40 years, software product management has been a manual craft. Now the same chronic weakness that has always driven project failure is being amplified at machine speed: requirements and specifications. AI coding agents build whatever you specify — or make assumptions to fill the gaps — producing plausible-but-wrong code, more rework, and AI investments that fail to deliver.
The fix isn't downstream, it's upstream:
What you'll take away
About the author: Jim Grundner is Head of Engineering at Allstacks, where he leads the team building software engineering intelligence tools used by VPs of Engineering and CTOs at mid-market and enterprise companies.