What PMs need to know about machine learning without becoming data scientists. Model types, training data, evaluation metrics, and the product decisions that hinge on understanding the technology.
What PMs need to know about machine learning without becoming data scientists. Model types, training data, evaluation metrics, and the product decisions that hinge on understanding the technology.
The bottleneck in most project management isn't judgment — it's documentation. Writing the WBS, drafting the charter, updating the status report, reformatting the schedule. AI can handle the documentation so you can focus on stakeholders, risks, and decisions.
Give Claude your project objective, key deliverables, and constraints. It will generate a draft WBS faster than any template.
You are a project management expert. Generate a detailed Work Breakdown Structure (WBS) for the following project.
Project: [Project Name]
Objective: [One sentence description]
Key deliverables: [Bullet list]
Constraints: [Budget, timeline, team size]
Structure the WBS with:
- Level 1: Project phases
- Level 2: Major deliverables per phase
- Level 3: Work packages (tasks) per deliverable
- For each work package: estimated effort in person-days
Format as a nested numbered list.Here is my project WBS:
[paste WBS]
Team: [size and roles]
Working hours: [hours/day]
Known dependencies: [list]
Generate a realistic timeline:
1. Identify critical path tasks
2. Flag any unrealistic sequence assumptions
3. Add 15% contingency buffer automatically
4. Output as: Task | Duration | Dependencies | Start | End | OwnerReview this project scope and identify what's missing.
Scope document:
[paste scope]
For each gap you find:
- What's missing
- Why it matters
- Recommended addition
- Risk level if left unaddressed (High/Medium/Low)
Also flag any scope items that seem ambiguous or open to interpretation.The foundations from today carry directly into Day 2. In the next session the focus shifts to Building AI Product Roadmaps — building directly on everything covered here.
Before moving on, verify you can answer these without looking:
Live Bootcamp
Learn this in person — 2 days, 5 cities
Thu–Fri sessions in Denver, Los Angeles, New York, Chicago, and Dallas. $1,490 per seat. June–October 2026.
Reserve Your Seat →