AIPO

AI for Product Owners (Microcredential)

Faculty: Amit Kulkarni, CST®

SCRUM ALLIANCE MICROCREDENTIAL

Course Overview

Artificial Intelligence is reshaping how Product Owners discover value, manage backlogs, and collaborate with stakeholders.
This course equips you with practical skills to integrate AI responsibly into your product ownership practice.
Learn how to use AI for insights, backlog refinement, and communication — all while staying true to agile values.

Move from AI-Assisted Product Management to AI-Ready Product Management
AI is changing not only how Product Owners work — but what Product Owners need to know. Modern Product Owners increasingly need to work with AI-enabled products where requirements may be probabilistic, product behavior may depend on data and models, and software can be generated or evolved
by AI agents.
This course goes beyond using ChatGPT and other AI tools for everyday Product Owner activities. It introduces two emerging capabilities that connect Product Management with AI-enabled software delivery:

  • Specification Driven Development (SDD): transform product intent into structured requirements, design, implementation tasks and traceability that AI coding agents can understand and execute.
  • Probabilistic Requirements: specify AI/ML systems where outcomes depend on probabilities, uncertainty, data quality, thresholds and model performance

What You’ll Learn

 Bascis

AI Foundations

Core concepts of Generative AI, machine learning, and ethical adoption.

Market & User Insights

Analyze customer feedback, trends, and competitor data with AI tools.

Backlog Management

Draft user stories, refine backlog items, and prioritize with AI support.

Collaboration & Communication

Enhance team alignment and stakeholder communication using AI.

Prompt Engineering Lab

Hands-on practice with real-world PO scenarios, crafting effective prompts, and peer feedback.

 Advanced

Specification Driven Development

Learn how to turn Product Owner intent into specifications that AI coding agents can understand
and execute.

Probabilistic Requirements

Learn how to write requirements when the system does not simply produce Yes/No — but predictions, probabilities and uncertainty.

Who Should Attend

Product Owners and Product Managers

Business Analysts and Agile Leaders

CSPO® holders seeking advanced skills

Anyone curious about applying AI in product ownership

Scrum Masters moving into product roles
Professionals developing AI product skills.

What Makes This Course Different?

Many AI courses teach prompts and AI tools. This course goes further:

  • Use AI — for everyday Product Owner activities.
  • Build with AI — through Specification Driven Development and AI coding agents.
  • Specify AI Products — through Probabilistic Requirements.

Learn Specification Driven Development

  • Structured requirements and product intent
  • Business rules and boundary conditions
  • BDD scenarios and acceptance criteria
  • Requirements refinement
  • Architecture, workflows, APIs and data models
  • Design-to-task traceability
  • Requirements-to-test traceability
  • Working with AI coding agents such as Kiro

Learn Probabilistic Requirements

  • Business objective
  • Prediction
  • Input data
  • Population and context
  • Probability
  • Uncertainty
  • Decision thresholds
  • False positives and false negatives
  • Precision and recall

Practical Case Studies

Practical Learning Flow:

1. Business Objective → Personas → User Stories → BDD → Requirements → Design → Tasks → Tests → Traceability

2. Business Objective → Prediction → Data → Population → Probability → Uncertainty → Thresholds → False Positives/Negatives → Precision & Recall

Benefits

Strengthen Your Resume

Showcase your AI‑driven product ownership skills to stand out in your career.

Stand Out as an AI‑Powered PO

Differentiate yourself as a Product Owner who leverages AI for smarter decisions.

Gain Confidence Using AI Tools

Master practical AI tools to streamline your daily product management tasks.

Develop Valuable AI Skills

Gain the latest AI capabilities to enhance your product ownership expertise.

Save Time for Value‑Add Work

Automate repetitive tasks and focus on innovation and customer value.

Enhance Product Development

Use AI insights to improve product strategy, design, and delivery outcomes.

Stay Ahead in a Fast‑Paced Market

Position yourself as a forward‑thinking professional ready for the AI‑powered future.

Outcomes

Confidently apply AI to daily product ownership tasks.

Accelerate discovery, backlog refinement, and stakeholder alignment using AI.

Earn a Scrum Alliance Microcredential badge showcasing your AI-enabled PO skills.

Course Details

Duration: 5 hours (live online or on-demand)

Credential: Scrum Alliance Microcredential + Digital Badge

Prerequisites: None (Scrum basics recommended)

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Faculty Bio

Know more about your trainer Amit at https://effectivepmc.net/faculty-profiles/amit-kulkarni/ and  https://www.linkedin.com/in/amit-kulkarni-cst/