UPSKILLS.ACADEMY.AI
AI Product Management Track

AI PM.
Syllabus.

A structured path for product managers who want to lead AI-powered products. From core PM craft to LLMs, agents, and responsible launch.

Start at UpskillPM PM Track

What this covers

The full arc.

This syllabus is designed for working and aspiring product managers who need to ship AI features, partner with ML engineers, and make good decisions under uncertainty. Each module builds on the last.

8 modules
Core + AI specialisation
Self-paced
With live cohort options
Projects
Portfolio-ready artifacts
Certificate
On completion

Modules

What you will learn.

M01

PM Foundations

  • —Problem discovery
  • —User research
  • —Prioritisation frameworks
  • —Roadmapping
  • —Stakeholder communication
M02

AI & ML Literacy

  • —What ML can and cannot do
  • —Data pipelines 101
  • —Models, training, and inference
  • —Evals and benchmarks
  • —Common failure modes
M03

LLMs & Agents

  • —Prompt engineering for PMs
  • —RAG systems
  • —Agent design patterns
  • —Tool use and orchestration
  • —Cost/latency trade-offs
M04

AI Product Strategy

  • —Finding AI opportunities
  • —Build vs buy vs partner
  • —Competitive moats
  • —Pricing AI features
  • —Positioning and messaging
M05

Building AI Products

  • —Prototyping with AI
  • —UX patterns for generative AI
  • —Human-in-the-loop design
  • —Feedback loops
  • —Iteration cadence
M06

Ethics & Responsible AI

  • —Bias and fairness
  • —Safety and guardrails
  • —Privacy and consent
  • —Transparency and explainability
  • —Regulatory landscape
M07

Launch & Growth

  • —Beta and rollout strategy
  • —Metrics for AI products
  • —A/B testing with ML
  • —Monitoring in production
  • —Incident response
M08

Capstone

  • —End-to-end product spec
  • —Build a live prototype
  • —Present to mentors
  • —Peer review
  • —Career roadmap

Outcomes

What you can do after.

Lead AI product initiatives from discovery to launch

Speak the same language as data scientists and ML engineers

Evaluate AI vendors and build-vs-buy decisions

Design human-centered AI experiences and guardrails

Define metrics, evals, and monitoring for production AI

Ship portfolio projects that hiring managers notice

Enrol

Ready to become an AI PM?

UpskillPM runs this track with live mentorship, peer cohorts, and hands-on projects. Start there for the full experience.

Go to UpskillPM