The Product Compass
Subscribe
Sign in
Home
PM Resources
Premium
AI Product Management
Glossary
Archive
About
The Ultimate Guide to AI Observability and Evaluation Platforms
Every AI observability & eval platform, explained. LangSmith, Langfuse, Arize, OpenAI Evals, Google Stax, PromptLayer & more. With real examples.
Sep 22
•
Paweł Huryn
49
1
AI Product Management
View all
The Ultimate Guide to AI Observability and Evaluation Platforms
Every AI observability & eval platform, explained. LangSmith, Langfuse, Arize, OpenAI Evals, Google Stax, PromptLayer & more. With real examples.
Sep 22
•
Paweł Huryn
49
1
OpenAI’s Product Leader Shares 3-Layer Distribution Framework To Win Mind & Market Share in the AI World
Features get cloned. Models commoditize. But distribution compounds. This is your definitive guide to AI distribution: from GTM wedges to PLG loops to…
Sep 15
•
Paweł Huryn
and
Miqdad Jaffer
36
5
Step-by-Step: Three Essential APIs to Interact With LLMs
With 3 exercises: Build a simple chatbot (Lovable + Chat Completions API), a chatbot with file search (Lovable + Response API), and a chatbot that can…
Sep 9
•
Paweł Huryn
30
2
14 Prompting Techniques Every PM Should Know
Prompting isn't dead. It’s never been this critical. And it’s no longer optional. Your future employer will assume you know it.
Sep 8
•
Paweł Huryn
193
1
Zooming Out: The AI PM Learning Program
A structured path for AI PMs: follow step-by-step guides, track your progress, and build a portfolio that stands out
Sep 6
•
Paweł Huryn
106
19
OpenAI’s Product Leader Shares 5 Phases To Build, Deploy, And Scale Your AI Product Strategy From Scratch
The most practical guide you’ll read on AI product strategy. This will teach you how to build an AI moat that compounds and how to lead AI initiatives…
Aug 30
•
Paweł Huryn
and
Miqdad Jaffer
134
How to Create an AI Product Strategy: The AI Strategic Lens Framework
The AI era is not about adding features. It’s about building compounding moats. A proven AI product strategy framework with examples.
Aug 2
•
Miqdad Jaffer
196
5
A Guide to Context Engineering for PMs
Context engineering is the new prompt engineering. And it’s becoming the most critical AI skill.
Jul 28
•
Paweł Huryn
and
Miqdad Jaffer
81
14 Principles of Building AI Agents (Learned the Hard Way)
What I learned by building 50+ AI agents and copying the Multi-Agent Research System by Anthropic. Best practices and mistakes to avoid.
Jul 12
•
Paweł Huryn
51
I Copied the Multi-Agent Research System by Anthropic. No Coding!
A deep research n8n template with step-by step instructions. You can use those techniques for competitor analysis, outbound marketing, or lead…
Jun 22
•
Paweł Huryn
119
3
The Ultimate Guide to AI Agents for PMs
What is an AI agent? How to build an AI agent? Multi-agent systems, AI agent frameworks, recommend tolls, resources, and more.
Jun 17
•
Paweł Huryn
77
2
AI Evals: How to Find The Right AI Product Metrics
Generic metrics, such as “hallucination” or “toxicity,” often miss domain-specific issues. Here's what the best AI teams track instead and how they…
Jun 7
•
Paweł Huryn
51
Building SaaS with AI
View all
The Rise of Vibe Engineering: Free Courses, Guides, and Resources
Vibe coding is dead. To build with AI, you need engineering skills. Good news: it’s not rocket science.
Sep 19
•
Paweł Huryn
48
3
17 Penetration & Performance Testing Prompts for Vibe Coders
A complete set of prompts, tools, and resources to uncover attack vectors, identify critical issues, boost performance, and guide future improvements.
Aug 25
•
Paweł Huryn
51
Lovable Just Killed Two Apps? Create Your Own SaaS Without Coding in 2 Days
From Dropbox and DocuSign clones to your own million-dollar idea: here’s how I built Accredia in just 16 hours.
Aug 11
•
Paweł Huryn
89
13
How to Build and Scale Full-Stack Apps in Lovable Without Breaking Production
Branching: separate dev, test & prod - a complete no-code guide with proven workflows for building real products (not prototypes) with Lovable.
Jul 6
•
Paweł Huryn
57
6
Product Discovery
View all
Stop Guessing and Start Listening: How to Manage Customer Feedback With AI
How to collect, organize, prioritize, communicate, and act on customer feedback with ChatGPT prompts.
May 29
•
Paweł Huryn
and
Christian Marek
35
8 Things About Product Frameworks I Wish I Knew Earlier
Your customers and business couldn't care less about “the right way to do product.” The only thing that matters is whether your work drives impact.
Apr 5
•
Paweł Huryn
111
9
Product Innovation Masterclass
How to identify best opportunities, find a beachhead segment, define a must-have value proposition, test your assumptions, and build a lean product with…
Jan 13
•
Paweł Huryn
26
How Meta and Instagram Use Pre-Mortems to Avoid Post-Mortems
A Free Pre-Mortem Template. Tigers, Paper Tigers, and Elephants.
Nov 23, 2024
•
Yue Zhao
and
Paweł Huryn
45
4
12 Proven Sources of Insights to Fuel Your Product Discovery
Regularly talking to customers is essential for any product team. But true innovation comes from gathering insights from multiple sources.
Sep 15, 2024
•
Paweł Huryn
52
1
The Extended Opportunity Solution Tree
Case Study: Capturing value for the business. What can Product Managers learn from Impact Mapping?
Aug 18, 2024
•
Paweł Huryn
57
3
Case Study: Customer Journey Map With Operating Principles
A proven way to boost teamwork and better serve your customers with operating principles
Aug 10, 2024
•
Amy Mitchell
62
6
Assumption Prioritization Canvas: How to Identify And Test The Right Assumptions
You can’t test everything. And you can’t test what you’re unaware of.
Aug 4, 2024
•
Paweł Huryn
87
7
Product Strategy
View all
OpenAI’s Product Leader Shares 3-Layer Distribution Framework To Win Mind & Market Share in the AI World
Features get cloned. Models commoditize. But distribution compounds. This is your definitive guide to AI distribution: from GTM wedges to PLG loops to…
Sep 15
•
Paweł Huryn
and
Miqdad Jaffer
36
5
OpenAI’s Product Leader Shares 5 Phases To Build, Deploy, And Scale Your AI Product Strategy From Scratch
The most practical guide you’ll read on AI product strategy. This will teach you how to build an AI moat that compounds and how to lead AI initiatives…
Aug 30
•
Paweł Huryn
and
Miqdad Jaffer
134
A Complete Guide To Reverse-Engineering Strategy
Every product already has a strategy. Even yours. The question isn't whether you have one. It's about seeing what it actually is and making better…
Aug 16
•
Paweł Huryn
and
Mike Goitein
114
5
Strategic Inflection Point. Can You Shift Fast Enough?
How to avoid Strategy Meltdown. Lessons from Microsoft and Google. Don’t get caught off guard.
Jul 20
•
Paweł Huryn
31
Product Mix Strategy: How to Manage & Optimize Your Product Portfolio
How to structure, optimize, and manage your product mix effectively. Google case study and a Product Mix Strategy Template.
Mar 4
•
Paweł Huryn
67
2
Product Innovation Masterclass
How to identify best opportunities, find a beachhead segment, define a must-have value proposition, test your assumptions, and build a lean product with…
Jan 13
•
Paweł Huryn
26
Three Proven Strategies to Monetize AI Features in SaaS (Q4 2024)
How to Monetize AI: The State of AI Monetization Across the 500 Top Players in SaaS
Dec 8, 2024
•
John Kotowski
,
Rob Litterst
, and
Paweł Huryn
74
1
Six Things I've Learned Scaling My Newsletter to $126K ARR
In 2024, my LinkedIn views fell by over 50%. But my side hustle doubled to $126K ARR.
Nov 30, 2024
•
Paweł Huryn
58
10
Product Execution
View all
The Remote Product Manager's Playbook
Best practices and advice from over 3 years of working as a remote Product Manager with product teams distributed across different time zones.
Feb 9
•
Paweł Huryn
91
1
10 Sources of Waste in Product Management
There's nothing more disappointing than seeing a team's energy and effort go to waste.
Nov 3, 2024
•
Paweł Huryn
63
4
Your Guide to Feature Detox: Winning Through Simplifying
The best product companies cut and simplify features ruthlessly. Five steps, case studies, and free templates.
Oct 6, 2024
•
Paweł Huryn
40
2
Continuous Product Delivery: Why It's Critical to Release Frequently
Do you launch at least every two weeks? 6 misconceptions, 4 delivery principles, and 7 release tactics.
Sep 7, 2024
•
Paweł Huryn
39
OKR vs KPI: What's the Difference?
When comparing OKRs and KPIs, many forget a critical aspect - the relationships between them.
May 1, 2024
•
Paweł Huryn
52
2
Product Model First Principles: Product Discovery, Product Delivery, and Product Culture In Depth
Product model first principles from TRANSFORMED by Marty Cagan. Part 2/2.
Mar 21, 2024
•
Paweł Huryn
43
3
How to Write a Product Requirements Document? The Best PRD Template.
A good PRD helps you document your product discovery. It should also explain the strategic context, why the initiative matters, the objective, and how…
Mar 9, 2024
•
Paweł Huryn
94
1
What Is Product Operations?
The Golden Standard by Marty Cagan. Scaling with leaders. Do not let the process become the thing.
Feb 25, 2024
•
Paweł Huryn
25
2
Product Leadership
View all
Product Model First Principles: Product Discovery, Product Delivery, and Product Culture In Depth
Product model first principles from TRANSFORMED by Marty Cagan. Part 2/2.
Mar 21, 2024
•
Paweł Huryn
43
3
Product Model First Principles: Product Team and Product Strategy In Depth
Principles from TRANSFORMED shared by the best product companies. Part 1/2.
Mar 16, 2024
•
Paweł Huryn
77
9
Team Topologies: A Handbook to Set and Scale Product Teams
Every month, I talk to dozens of professionals. Many feel frustrated with how their organization works. Their teams feel micromanaged, lack meaningful…
Dec 17, 2023
•
Paweł Huryn
31
The Product Leadership Playbook
Leader vs. manager. What motivates us? 4 areas every leader should know about. 7 traits all great leaders I met had in common.
Jun 17, 2023
•
Paweł Huryn
58
Breaking Into Product Management
View all
Meta PM Interview Questions 2025: How to Answer Binary Tradeoffs with Confidence
Most PM candidates default to “it depends.” Here’s why that fails at companies like Meta, and how the best candidates answer instead.
Jun 3
•
Paweł Huryn
and
Lewis C. Lin
33
Product Manager Salary Benchmarks 2025: 65+ Countries Based On 500K+ Salaries
PM salary reports from US, Canada, EU, UK, US states, and major cities. Analyze salaries by job titles and locations.
Apr 19
•
Paweł Huryn
26
2
8 Things About Product Frameworks I Wish I Knew Earlier
Your customers and business couldn't care less about “the right way to do product.” The only thing that matters is whether your work drives impact.
Apr 5
•
Paweł Huryn
111
9
200+ Remote Product Manager Jobs (Mar, 2025)
For candidates based in the US, Canada, Europe, and globally. Verified manually on 3/22/2025.
Mar 22
•
Paweł Huryn
39
8
Product Growth and Marketing
View all
Three Proven Strategies to Monetize AI Features in SaaS (Q4 2024)
How to Monetize AI: The State of AI Monetization Across the 500 Top Players in SaaS
Dec 8, 2024
•
John Kotowski
,
Rob Litterst
, and
Paweł Huryn
74
1
Crossing the Chasm: The Ultimate Guide For PMs
Mastering the Journey from Early Adopters to the Mainstream Market
Sep 29, 2024
•
Paweł Huryn
48
3
5 GTM Principles You Should Know as a PM
Proven Go-to-Market principles with actionable frameworks and free templates
Jul 27, 2024
•
Maja Voje
and
Paweł Huryn
95
9
How to Design a Value Proposition Customers Can't Resist?
What Is a Value Proposition? Value Proposition Template. Canva Value Proposition. Positioning vs. Messaging vs. Copywriting.
Apr 14, 2024
•
Paweł Huryn
and
Aatir Abdul Rauf
82
1
Glossary
View all
AI Product Manager Glossary
80+ key terms across 12 categories critical for AI Product Managers, AI engineers, and AI builders.
Jul 13
•
Paweł Huryn
143
Cohort Analysis 101: How to Reduce Churn and Make Better Product Decisions
Definition, best practices, Netflix Case Study. Track user behavior, spot trends, and boost retention with targeted insights.
Feb 14
•
Paweł Huryn
14
Funnel Analysis 101: How to Track and Optimize Your User Journey
Key metrics, best practices, Netflix example. Identify drop-offs, measure conversions, and drive growth with data-informed insights.
Feb 14
•
Paweł Huryn
7
The Google HEART Framework: Your Guide to Measuring User-Centric Success
How to apply Happiness, Engagement, Adoption, Retention, and Task Success metrics to build better products.
Feb 14
•
Paweł Huryn
9
AARRR (Pirate) Metrics: The 5-Stage Framework for Growth
How to track and optimize user acquisition, activation, retention, revenue, and referral using Dave McClure’s AARRR framework.
Feb 14
•
Paweł Huryn
14
Product Strategy Examples: Google Maps, Netflix, OpenAI
Editable template, case studies, and alternatives.
Oct 26, 2024
•
Paweł Huryn
263
Business Model Canvas Examples: Google Maps, Airbnb, Uber
Editable template, case studies, and alternatives
Jul 21, 2024
•
Paweł Huryn
20