2/28/2026
AI Product Analytics for Product Managers
Learn what to monitor in AI and agentic products, from task success and evals to latency, cost, safety, and how AI is changing product analytics.
AI Safety courses
AI Safety is no longer a niche topic for product teams. On PMC, this page pulls together 13 courses, 1 relevant articles, and 4 instructors connected to ai safety so you can evaluate the space from multiple angles. Instead of treating the topic as a standalone buzzword, this hub shows how ai safety appears across Product Analytics, General Product Management, and Product Discovery, where it is positioned as a primary learning goal, and which instructors and providers are most active around it. Use the courses below to compare structured learning options, then branch into the linked editorial pieces and instructor pages to understand how the theme shows up in practice.
Topic snapshot
Courses13
Articles1
Instructors4
Courses
Website previewmaven.com
Category
Product Analytics
Topics
AIExperimentationAI Safety
Before You Launch Your AB Test
Design better A/B tests to minimize insignificant results
Provider
Maven
Instructor
Jakub Linowski
Level
Intermediate
Price$795
Website previewudacity.com
Category
Product Analytics
Topics
DataAI Safety
Data Science for PM
Apply data analysis skills to create compelling product proposals through real-world cases
Provider
Udacity
Instructor
Udacity
Level
Intermediate
PriceFree
Website previewudacity.com
Category
Product Analytics
Topics
ExperimentationDataAI Safety
Data Visualization Nanodegree Program
Learn storytelling and dashboard design with Tableau
Provider
Udacity
Instructor
Udacity
Level
Beginner
Price$1200
Website previewudacity.com
Category
General Product Management
Topics
AI Safety
Digital Project Management
Essential project management skills for digital product development
Provider
Udacity
Instructor
Udacity
Level
Beginner
PriceFree
Website previewmaven.com
Category
Product Discovery
Topics
AIAI Safety
Driving 0 to 1 Product Initiatives
Maximize success for new product initiatives through customer discovery and experimentation
Provider
Maven
Instructor
Giff Constable
Level
Intermediate
PriceFree
Website previewlearn.producttalk.org
Category
Product Strategy
Topics
AIAI Safety
Identifying Hidden Assumptions
Uncover and prioritize assumptions to de-risk product decisions
Provider
Product Talk Academy
Instructor
Product Talk Academy
Level
Beginner
Price$1499
Website previewmaven.com
Category
AI Product Management
Topics
AIDataAI Safety
ML Foundations for Product Leaders
Master ML foundations for AI-led product teams
Provider
Maven
Instructor
Amit Badlani
Level
Intermediate
Price$1500
Website previewudacity.com
Category
Product Strategy
Topics
AIGo-to-MarketAI Safety
Product Launch
Master the complete product launch process from planning to post-launch analysis
Provider
Udacity
Instructor
Udacity
Level
Beginner
PriceFree
Website previewscrum.org
Category
Product Discovery
Topics
AIExperimentationAI Safety
Professional Product Discovery and Validation™ Training
Enhance value creation through discovery and validation techniques
Provider
Scrum.org
Instructor
Scrum.org
Level
Intermediate
PriceFree
Website previewudacity.com
Category
Product Discovery
Topics
AI Safety
Rapid Prototyping
Learn efficient prototyping techniques to validate product ideas quickly
Provider
Udacity
Instructor
Udacity
Level
Beginner
PriceFree
Website previewbrainstation.io
Category
Product Discovery
Topics
WorkflowsAI Safety
UX Design Certification (UXDC™)
Master UX design skills with hands-on projects led by industry leaders3
Provider
BrainStation
Instructor
BrainStation
Level
Beginner
Price$2450
Website previewudacity.com
Category
Product Discovery
Topics
WorkflowsAI Safety
UX Designer Nanodegree Program
Learn UX design principles and create user-centered designs
Provider
Udacity
Instructor
Udacity
Level
Beginner
Price$1200
Website previewmaven.com
Category
Product Discovery
Topics
AIAI Safety
UX Research in Action
Practical UX research skills for PMs to drive user-centered decisions with limited resources
Provider
Maven
Instructor
Joe Formica, Cola Solwitz
Level
Beginner
PriceFree
Related articles
Instructors teaching AI Safety
Udacity
Course Instructor
Explore Udacity's ai safety teaching footprint.
Udacity teaches product management courses featured on Product Manager Courses.
Product AnalyticsGeneral Product Management
Amit Badlani
Course Instructor
Explore Amit Badlani's ai safety teaching footprint.
Amit Badlani teaches product management courses featured on Product Manager Courses.
AI Product Management
BrainStation
Course Instructor
Explore BrainStation's ai safety teaching footprint.
BrainStation teaches product management courses featured on Product Manager Courses.
Product Discovery
Cola Solwitz
Course Instructor
Explore Cola Solwitz's ai safety teaching footprint.
Cola Solwitz teaches product management courses featured on Product Manager Courses.
Product Discovery
How to choose a AI Safety course
The strongest ai safety course for you depends on whether you want strategic context, hands-on execution, or a broader PM foundation. Start by checking which courses make ai safety the primary tag, then compare how each provider frames the topic across Product Analytics, General Product Management, and Product Discovery. If you are still exploring, choose an all-level or foundation-style option first. If you already work with the topic, prioritize courses that go deeper into workflows, evaluation, analytics, or implementation tradeoffs.
FAQ
What is a AI Safety course?
A AI Safety course is a program that teaches product managers how to apply ai safety concepts in their day-to-day work. Depending on the provider, that can include strategy, execution, tooling, workflows, analytics, or cross-functional delivery.
Who should take a AI Safety course?
AI Safety courses are useful for product managers, PM leaders, growth practitioners, and adjacent operators who want to strengthen this skill area in a structured way. They are especially helpful when you need a faster path from theory to practical application.
Are these courses beginner-friendly?
Many ai safety courses are accessible to beginners, but the right fit depends on the provider, format, and level. Use the level and provider filters in the directory to narrow down options that match your starting point.
What is the difference between AI Safety and Workflows courses?
AI Safety courses stay focused on ai safety as the primary topic, while Workflows courses usually frame the problem from a neighboring angle. Comparing both can help you decide whether you need deep specialization or a broader adjacent skill set.