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What AI-PM and AI-TPM Job Descriptions Are Signaling About the Next Role Evolution

Five skill clusters are rising in AI-PM and AI-TPM job descriptions. One foundational PM skill is quietly disappearing. Here's what to actually learn.
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The three questions I ask every AI vendor before a pilot (and why most can't answer them)
Most AI pilots stall at 3 predictable seams, not the technology. A TPM's pre-pilot checklist, grounded in NIST AI RMF 1.0, to surface the gaps before…
 • Sumaiya Shrabony
Stop Asking "Is My Team AI-Ready?" Start Asking Who You're Not Hearing From.
I have been the person not heard from. In meetings where the decision was made before I was in the room. That experience is not a grievance. It is a…
 • Sumaiya Shrabony
Why BI Adoption Playbooks Don't Work for AI
Fifteen years of BI adoption research built around one invisible assumption. AI quietly removed it. Here's the structural reason your governance stack…
 • Sumaiya Shrabony
The System Wasn't Built for You. That's Why You See What They Can't.
Every AI adoption playbook was written by someone who never had to learn the system from scratch as an adult. That is not a footnote. That is why…
 • Sumaiya Shrabony
The rubric I'd use to evaluate whether an enterprise AI tool is worth piloting
Seven dimensions, four kill criteria, one worked example from public docs. Because 'the demo was impressive' is not a procurement decision
 • Sumaiya Shrabony
I analyzed 50 senior TPM postings at enterprise-AI-serious companies. Here’s what’s emerging and disappearing
Coded 50 senior TPM postings. AI fluency: 41 of 50 required. Agile coaching: 11 of 50. The role is splitting along one axis. Platform TPMs and Program…
 • Sumaiya Shrabony
Ground Truth
Ground Truth
Ground Truth is Weekly analysis on why enterprise AI deployment fails to become real daily use, and what teams can do about it.
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Ground Truth

Ground Truth is Weekly analysis on why enterprise AI deployment fails to become real daily use, and what teams can do about it.
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