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ZURB GlareGlare

UX Metrics Framework

Glare helps product and design teams move faster with more confidence using UX metrics, AI-supported workflows, and faster product validation, supported by Helio.

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Stage 4 In Design Thinking: Prototyping by Rikki Friis Dam and

Teo Yu Siang

Interaction Design Foundation overview of stage 4 in the design thinking process, prototyping, with low and high fidelity options and how each fits user testing. Useful when a team is learning the design thinking flow and wants to know when to prototype.

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UX Writing: Study Guide

Anna Kaley

NN/g study guide that pulls together articles, videos, and tips on UX writing and tone of voice. Useful when ramping up on UX writing or building a team's foundation for clear product copy.

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What is Innovation Management? Definition, Process, and Best Practices

Nick Jain, CFA

IdeaScale article defining innovation management as the systematic process of generating, picking, and developing new ideas to drive value. Useful when a team is setting up an innovation pipeline and needs a clear definition and stages.

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Storytelling in Design - Top Trends

Emma Taggart

Surveys current trends in design storytelling, including UX personas, interaction design, and how users co-create the story. Useful when refreshing a team's storytelling habits or scoping work that needs more emotional pull.

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Product Discovery: Framework, Process and Tools

R B Srikanth

Walks through a discovery framework that includes governance, ideas intake, and continuous learning loops with users. Useful when setting up or improving how a team finds and validates new product ideas.

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Alex Osterwalder on Product Innovation at Lean Product Meetup (video)

Dan Olsen

Lean Product Meetup talk by Alex Osterwalder on product innovation, business models, and customer development. Useful when shaping innovation strategy and you want a refresher from a canonical source.

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A Product Designer and a Product Owner Operate from the Same Mental Model

Dennis Hambeukers

Argues that designers and product owners share the same human, technical, and business dimensions, even if they emphasize different ones. Useful when designer-PO clashes feel turf-based and you want a frame for shared ground.

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How to Ensure your Product Meets User Needs

The Chisel Team

Walks through user research, personas, feedback, and value-vs-effort prioritization to keep a product aligned with real user needs. Useful when launches feel disconnected from users and you need a checklist of basics to revisit.

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The sneaky reason why better products fail

Mikael Cho

Argues that better products often fail because incumbents have switching costs and habits on their side, not just inertia. Useful when leadership keeps assuming better tech automatically wins.

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Why do so many innovative products fail?

Chad Alessi

Looks at why innovative products fail, often because of weak adoption, poor positioning, or solving the wrong problem. Useful when reviewing a launch postmortem and you want a frame for what went wrong.

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Let's Replace "Product Sense" With the Skills That Actually Matter

Peter Yang

Argues for retiring the vague phrase product sense and replacing it with empathy, creativity, and craft, with practical tips for each. Useful when feedback like "build product sense" feels too vague to act on.

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The Principles of Service Design Thinking — Building Better Services

Rikke Friis Dam

Lays out core principles of service design: ground services in real demand, design for customer needs, treat the service as one connected system, and build for value and efficiency. Useful when standing up service design work and you want a shared set of principles to guide the team.

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A linear thinker, a design thinker and a systems thinker walk into a bar…

Houda Boulahbel

Story-style comparison of how linear, design, and systems thinkers each approach the same complex problem (a future house) and why all three perspectives are needed. Useful when teams default to one mindset and you want a quick way to show what gets missed.

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How does Systems Thinking help Design Thinking?

Santhosh Gandhi

Argues that design thinking is human-centered while systems thinking is interconnection-centered, and the two together let teams see both user needs and the wider system around them. Useful when a design challenge feels too narrow and you need to understand the system shaping user behavior.

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Designing for the Cognitive Principles Behind Freemium

Jess Shutt

Explains the cognitive forces behind freemium: endowment effect, mere exposure, loss aversion, and status quo bias, and how to design with each. Useful when planning a freemium experience and you want to know which mental levers actually drive upgrades.

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AI/ML Model Landscape: Applications and Paradigms

Shaili Guru

Maps the AI and ML model landscape across paradigms like GANs, transformers, and traditional ML, with applications for each. Useful when a PM needs a quick mental map of model types before scoping a new feature.

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How to build a great product by removing barriers to usage, by the

Platform Revolution Team

Argues that great products win by removing skill, access, time, and cost barriers, with examples like Instagram, Kickstarter, and YouTube. Useful when shaping a product strategy and you need a lens for which barrier to attack first.

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How to Apply Strategic Design Principles to UX

UXPin

UXPin shares how to apply strategic design principles to UX work day to day. Useful when a UX designer wants concrete moves to bring strategy into their craft.

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From Technical Debt to Design Integrit

Alberto Brandolini

Alberto Brandolini connects technical debt to design integrity using EventStorming-style thinking. Useful when an engineering-heavy team wants a shared lens on debt and design.

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Design Debt

Austin Knight

Austin Knight shares his definition of design debt and how to keep it under control. Useful when a design lead wants a personal essay-style read to align the team.

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Product design debt versus Technical debt

Andrew Chen

Andrew Chen contrasts product design debt with technical debt and why both need separate plans. Useful when leaders lump them together and starve one of attention.

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Dealing with design debt (video)

Neil Turner

Neil Turner explains what design debt is and shares simple ways to deal with it. Useful when a designer needs a friendly intro to design debt for non-design audiences.

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“Steve Jobs Didn’t Listen to Customers” (But You Should)

Ashley McClelland

Ashley McClelland challenges the 'don't listen to customers' myth attributed to Steve Jobs and shows when listening matters most. Useful when leaders use the Jobs quote to dismiss research.

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You Need More Than Data to Understand Your Customers

Dr. Marcus Collins

Dr. Marcus Collins (HBR) argues data alone misses the cultural context behind why customers act. Useful when a team only relies on dashboards and is missing the 'why' behind the numbers.

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How to suck at product management?

Alex Ewerlöf

Alex Ewerlof flips the lens to show common bad PM behaviors so you can avoid them. Useful when a team wants to spot PM anti-patterns in their own work.

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The Everyday Management of Product Management

Shelly Kalish

Shelly Kalish breaks down the everyday work of PM that rarely makes the headlines. Useful when leaders are setting expectations for new PMs.

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What People Don’t Tell You About Product Management

Jason Shen

Jason Shen shares the unspoken realities of product management, from ambiguity to politics. Useful when someone is considering moving into PM and wants the honest picture.

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Sorry but you are not a Product Manager

Mithil Srivastav

Mithil Srivastav argues many people called PM are really doing project work and explains the real difference. Useful when a team is unsure whether they have real PM coverage.

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Day in the Life of a Product Manager (video)

Prasant Lokinendi

Prasant Lokinendi shows a real day in the life of a PM, from standups to user calls and roadmap work. Useful when a non-PM stakeholder wants to understand what PMs really do.

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Design Thinking & Product Discovery

Liam Kane

Liam Kane connects design thinking with product discovery so teams can find better problems to solve. Useful when a team mixes the two methods and creates noise.

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Jobs To Be Done Framework

Alex Jupiter

Alex Jupiter explains Jobs To Be Done as a way to focus on what users are really trying to achieve. Useful when a product team is overwhelmed by feature requests and needs to refocus.

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5 Innovative & Sustainable Product Design Principles

Emily Djock

Emily Djock at ITONICS lists five product design principles that are both innovative and sustainable. Useful when a design team is building principles to guide future products.

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Bringing Clarity to Sustainable Innovation (webinar)

LexisNexis

LexisNexis webinar on bringing clarity to sustainable innovation, especially in patent and IP space. Useful when an IP team needs a current view of sustainable innovation trends.

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Unleashing the Power of Design Thinking: A Sustainable Journey Towards Business Innovation

Sreya Majumdar

Sreya Majumdar shows how design thinking can fuel sustainable business innovation across teams. Useful when a leader needs a story tying design thinking to long-term innovation.

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Ten faces of systems thinking

Houda Boulahbel

Houda Boulahbel describes ten faces of systems thinking and how each helps tackle complex problems. Useful when a team faces a tangled problem and needs different lenses to see it clearly.

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The Impact of Artificial Intelligence on User Experience (UX)

Juan Carlos Rosales López

Juan Carlos Rosales Lopez shows where AI is changing UX, from personalization to predictive design. Useful when a design team needs a fast briefing on AI's UX impact.

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Product Marketing 101 with Google Product Marketing Manager (video)

Henry Wang

Henry Wang of Google walks through Product Marketing 101, with examples from real launches. Useful when a new PMM wants a fast on-ramp to the discipline.

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What Does a Product Marketing Manager Do? (video)

Joshua Gene Fechter

Joshua Fechter explains what a PMM does day to day and how it differs from PM and marketing. Useful when execs are confused about where PMM fits.

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What Does Product Marketing Do?

Lindsay Kolowich Cox

Lindsay Kolowich Cox at HubSpot explains what product marketing does, from positioning to launches and enablement. Useful when a team is unclear what to expect from a product marketing hire.

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Peter Morville’s User Experience Honeycomb

Dane W.

Dane Wesolko summarizes Peter Morville's UX Honeycomb and how its seven facets shape good experiences. Useful when a team needs a shared lens for talking about UX quality with non-designers.

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Can today’s UX Designer be truly user-centric?

H Locke

H Locke questions whether modern UX work still leaves room for true user-centricity given org pressures. Useful when a design lead is reflecting on whether the team's process actually serves users.

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Revolutionizing User Experience: The Impact of AI in UX Design

Eduardo Fe

Eduardo Feo shows where AI is reshaping UX work, from personalization and predictive flows to chatbots and analytics. Useful when a design team needs a quick map of where AI could help across their UX practice.

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User-centered Design Method

Katy Le

Katy Le explains the user-centered design (UCD) phases: context, requirements, solutions, and evaluation, with users at every step. Useful when a team is setting up a new design process and wants a clean UCD baseline.

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Product Discovery Challenges by

Saadia Minhas

Frames marketing KPIs as outcome measures and proxy metrics as steps that show progress, with conversion-rate flow as a concrete example. Useful when a marketing team is sorting which numbers are real KPIs and which are just signposts.

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OGSM Framework: How To Use It To Improve Strategic Planning

Indeed

Indeed primer on the OGSM framework with definitions of objective, goals, strategies, and measures plus how to build one. Useful when a manager is new to OGSM and wants a clear introduction before facilitating planning.

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The Art of Growth Design: How to Create Products that Scale

Judith Lopez

Walks through growth design as the practice of building products that scale through user-centered, data-driven, cross-functional work. Useful when a designer wants a comprehensive starter guide before joining or leading a growth team.

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Practicing Growth Design

Dhawal Patel

Argues that growth design pairs customer experience with business impact and that customer development is a key skill for designers. Useful when a designer wants a practical view of growth design and the skills to build first.

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Understanding Growth Design

Carl Thomas

Defines growth design at the intersection of growth science and human-centered design with principles like user focus, simplicity, and fail-fast learning. Useful when leaders need a clear definition of growth design before staffing or training the team.

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Absolute Beginner’s Guide To Growth Hacking For Startups

Mari Luukkainen

Beginner guide to growth hacking that defines it as fast, experiment-driven growth using marketing, design, and analytics together. Useful when a startup team needs to understand what growth hacking really is before picking tactics.

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The UI of You and I: The Use of Choice Architecture, Compromise Effect and Defaults in Design, by Abby Rivera &

Ben Sadick

Discusses choice architecture, the compromise effect, and default settings in interface design. Useful when designers want concrete patterns for nudging users toward better choices.

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Choice Architecture: Designing Better Customer Decisions in B2B Marketing

Mike Darnell

Mike Darnell applies choice architecture to B2B buying journeys and pricing pages. Useful when a marketer is laying out plans, packages, or CTAs for business buyers.

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Choice Architecture in Digital Media: Shaping Consumer Behavior Through Thoughtful Design

Ryan Setliff

Ryan Setliff covers how digital media uses choice architecture to shape consumer behavior. Useful for product or marketing teams trying to understand patterns they see in big platforms.

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The Power of Choice Architecture: Nudging Users Towards Positive Actions

Wicar Akhtar

Wicar Akhtar shows how small layout choices guide users toward better actions. Useful when a designer wants to improve a flow without redesigning whole screens.

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Why the term “North Star Metric” is a terrible metaphor for product success

Bhavik Patel

Bhavik Patel argues North Star Metric is a bad metaphor because the real North Star is dim, hidden, and useless from the south. Useful when a team blindly chases North Star Metrics without questioning the idea.

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BMC Part Sixteen: The Business Model Environment

Isaac Jeffries

Isaac Jeffries' BMC Part Sixteen describes the four outside forces that can help or hurt a business model, like Industry Forces and substitutes. Useful when teams new to the Business Model Canvas need a friendly walk-through of the environment piece.

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Enterprise Usability

Jakob Nielsen

Jakob Nielsen explains why enterprise usability is broader than screens, with cost of ownership, install, and admin pains driving total impact. Useful when leaders need to push past surface fixes and see the wider system that affects users.

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Perplexing Design Intentions

Julie Zhuo

Julie Zhuo writes about perplexing design intentions — products that seem to want one thing while quietly pushing another, and how to keep your own intent honest. Useful when a designer feels unease about a product direction and wants language for naming the gap between stated and real intent.

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So what is it with UX, CX, EX and Service Design?

Priscila Avila

Priscila Avila explains the differences and overlaps between UX, CX, EX, and service design — and why teams keep tripping over the labels. Useful when an org is restructuring and leaders need clarity on which discipline owns what.

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What is product innovation?

Michael Feder

University of Phoenix's primer on what product innovation is — incremental versus radical, and how companies typically organize for it. Useful when a team needs a plain-English definition before getting into method debates.

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Designing for emotional delight

Pascal Potvin

Pascal Potvin explains emotional delight in product design — moments of surprise, recognition, and care that make people feel seen. Useful when a team wants to add delight thoughtfully and needs categories for what kind of feeling each moment should create.

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How to Make the Older Users Love Your Product: Examples of UX Design for Seniors

Mariia Kasym

Real examples of UX design that older users love. Useful when teams want concrete inspiration before designing for seniors.

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What You Can Learn From Older Adults About Accessible Design

Becca Selah

Salesforce UX team on what older adults teach us about accessible design. Useful when teams want senior insights to lift design for everyone.

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Usability for Older Adults: Challenges and Changes

Lexie Kane

Lexie Kane (NN/g) on usability challenges and changes for senior citizens. Useful when teams plan testing with older users and want known issues in mind.

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Crafting Engaging UX for Seniors

Lauren Cochran

Lauren Cochran on crafting engaging UX for senior users. Useful when teams want both usable and fun experiences for older audiences.

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UX/UI Design for Elderly Users: A Comprehensive Guide

Joshua Reach

Joshua Reach's comprehensive guide to UX/UI design for elderly users. Useful when products serve older audiences and need clear, accessible patterns.

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Your biggest product manager responsibilities are not the ones you think

Productboard

Argues PMs' real responsibilities are alignment and communication, not just feature lists. Useful when your PM role feels stuck on backlog grooming and you want a wider lens.

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I fell into Product Management

Jori Bell

Personal story of accidentally becoming a PM and what that taught about the role. Useful when your path to PM is unconventional and you need a relatable story.

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Sharing the principles of co-design

Emma Blomkamp

Walks through key co-design principles like power-sharing, lived experience, and trust. Useful when you are setting up a co-design effort and need a principles list.

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UX Without User Research Is Not UX

Hoa Loranger

Argues bluntly that UX without user research is just opinion and risks shipping designs that fail with real users. Useful when leaders need to be reminded why user research is non-negotiable in any UX practice.

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Customer Trust: The Forgotten Heart Of The Customer Experience

Adarish Nair

Argues that automation and rigid policies are eroding customer trust and proposes segmenting customers by value to keep empathy alive. Useful when CX leaders are weighing automation versus human treatment in customer journeys.

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The Art of Customer Experience: Creating Lasting Impressions

Kathi Kruse

Personal essay about an auto detailing experience that argues a customer-first culture builds long-term loyalty. Useful when leaders want a simple story to make the case for putting customer experience at the center of operations.

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Designing experiences through data stories

Marion Hekeler

Walks through how IBM design teams used data storytelling to bring designers, data scientists, and journalists together to build product experiences with a clear narrative. Useful when a team wants to move from raw dashboards toward stories that help users feel confident in their choices.

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6-Step Framework for Effective UX Strategy \[video\] by

Ilya Dmitruk

Ilya Dmitruk shares a six-step framework for effective UX strategy in video form. Useful for teams that want a quick walkthrough they can watch together.

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UX Strategy: What It Is And Why It Matters

Magnus Lundström

Magnus Lundstrom explains what UX strategy is and why it matters. Useful when a team is brand new to the idea of UX strategy.

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UX strategies to guide users through a complicated journey

Fei Ren

Fei Ren shares UX strategies for guiding users through complicated journeys. Useful when a product has long, multi-step flows that confuse users.

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Going Beyond Problem-Solving: The Value of Design Thinking

Nirmalson Harry

Nirmalson Harry explores design thinking's value beyond just solving problems. Useful when leaders are deciding how to scale design thinking in their org.

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Design: Beyond Problem Solving, Towards Human-Centered Solutions

Staney Joseph

Staney Joseph argues for design that goes past problem solving toward human-centered solutions. Useful when teams keep solving narrow problems and missing larger user needs.

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Beyond Design Thinking: An Incomplete Design Taxonomy

Ian Gonsher

Ian Gonsher proposes a richer design taxonomy that goes beyond classic design thinking. Useful when teams want fresh language for the kinds of design work they do.

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Design thinking was supposed to fix the world. Where did it go wrong?

Rebecca Ackermannarchive

Rebecca Ackermann's retrospective on design thinking and where it went wrong. Useful when leaders are debating whether to keep using design thinking as a framework.

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Why Design is Not Problem Solving + Design Thinking Isn’t Always the Answer

Rob Peart

Rob Peart pushes back on the idea that design is mostly problem solving. Useful when teams default to design thinking for every kind of work.

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Practicing Empathy in Product Design

Amy Thibodeau

Amy Thibodeau shows how to practice empathy in product design beyond buzzwords. Useful when designers want concrete habits, not slogans, for empathy.

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Data informed design, not data-driven design

Neil Turner

Neil Turner argues design should be data-informed rather than data-driven, leaving room for judgment. Useful when teams over-rely on dashboards at the cost of intuition.

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Helping people make better choices — Nudge Theory and Choice architecture

Tom Connor

Tom Connor connects nudge theory to everyday product and policy choices. Useful when a team is debating whether a nudge is appropriate for their product context.

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Choice architecture: what is it, why use it — and is it ethical?

Georgina Guthrie

Explains choice architecture, common nudge patterns, and the line between helpful and manipulative. Useful when a team is designing defaults or option layouts and wants to stay ethical.

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Product Design Process: 10 Steps

Yaryna Demkiv

Lists ten steps in a product design process from kickoff to launch with a short note on each. Useful when a team needs a checklist-style process to follow on a new project.

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Content in the product design process — articulating our role

Rachel McConnell

Rachel McConnell explains how content design fits into the product design process and how to argue for it. Useful when a team is trying to bring content work in earlier instead of at the end.

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The Ultimate Guide to Product Design Process

Julia Szymik

End-to-end guide to the product design process with stages, tools, and examples. Useful for designers building or sharing a process playbook with a new team.

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Design Thinking Defined

Ideo

IDEO's primer on what design thinking is, the mindsets it depends on, and how teams use it. Useful when leaders need a quick shared definition before kicking off a human-centered project.

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A Comprehensive Guide To Product Design

Nick Babich

Long-form guide that walks through every phase of product design, from research to launch, with examples. Useful when a new team needs a shared map of what good product design looks like end to end.

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What is Content Design? (video)

Yvonne X.

Yvonne Xiao gives a short video intro to content design, explaining it as user-centered work that covers writing, structure, and message hierarchy. Useful when a team wants a friendly first explanation of what content designers do.

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What is Lean UX? (video)

Rachel Krause

Rachel Krause at NN/g explains Lean UX in a short video as a collaborative, cross-functional, fast way to design. Useful when a leader needs a five-minute briefing for a team that hasn't tried it.

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Implementing Lean UX in the real world

Jeremy Bird

Jeremy Bird shares why Lean UX worked for his consumer prototypes but stalled on enterprise back ends that take months to build. Useful when a team blindly applies Lean UX and hits walls in complex environments.

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The Differences Between Design Thinking, Agile, and Lean UX

Sam

Sam at Bootcamp compares Design Thinking, Agile, and Lean UX, framing them as problem finding, problem solving, and learning loops. Useful when a team mixes the three and needs a clean way to talk about each.

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Mental models for designers

Wes O.

Wes O'Haire shares seven mental models like First Principles, Inversion, and Abstraction Laddering that designers can use to solve problems. Useful when a team is stuck and needs new thinking tools to break through.

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Design for progress, not outcomes

Alan Klement

Alan Klement argues you should design for progress, not outcomes, because customers want forward motion in their lives, not just a finish line. Useful when a JTBD-aligned team wants to redefine success.

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How to define a great design outcome

Will Tsui

Will Tsui defines a great design outcome as one that creates real value for a clearly understood audience and is measurable. Useful when designers debate what a good outcome even is.

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Understanding Agile UX: The Complete Guide by Stuti Mazumdar and

Vidhi Tiwari

Stuti Mazumdar and Vidhi Tiwari's complete guide explains Agile UX as iterative design that loops user feedback into every cycle. Useful when newer teams want a long-form intro before they actually try it.

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Is Agile an anti-design pattern?

Shamsi Brinn

Shamsi Brinn argues that Agile, as practiced, leaves design and discovery in the cold and that Design Sprints just patch the gap. Useful when teams find themselves designing inside two-week sprints with no real discovery.

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Agile UX?

Indi Young

Indi Young challenges the idea of Agile UX by separating understanding people from building and delivering software. Useful when teams jam research into sprints and lose depth.

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Key Performance Indicators (KPIs)

Interaction Design Foundation

Interaction Design Foundation defines KPIs in UX, why they matter, and tools like the System Usability Scale. Useful when teams need a shared, plain-language definition before debating which KPIs to use.

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The Business Model In Context (video)

Strategyzer

Strategyzer's short video sets up why business models live inside a context of forces and trends, not in a vacuum. Useful when training a team that is brand-new to the Business Model Canvas.

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A Business Model of the Netflix Ecosystem

Roel Wieringa

Roel Wieringa maps Netflix as an ecosystem, showing how studios, viewers, investors, and competitors create value together. Useful when teams build platform or marketplace products and need an example of mapping ecosystem actors.

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Surviving Enterprise UX: the importance of targeted user research

Lisa Angela

Lisa Angela argues that the hardest part of enterprise UX research is choosing the right method for the real problem, not running the method itself. Useful when researchers feel stuck following recipes and need permission to think critically before picking a tool.

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7 AI interactions we'd like to see in the world

Savannah Kunovsky

IDEO sketches seven imagined AI experiences inspired by the movie Her, like a generative storyteller toy and calm-tech windows. Useful when product teams want fresh provocations beyond a chatbot to think about AI's future.

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Human-AI Interaction (HAX)

Interaction Design Foundation

The Interaction Design Foundation page introduces Human-AI Interaction (HAX), the field studying how people and AI systems work together. Useful when teams need a shared definition before debating AI design choices.

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21 ways you can interact with AI

Google

Google Arts and Culture and the Barbican curated 21 short examples of art and tech projects that show different ways people can interact with AI. Useful when teams want creative inspiration for AI experiences beyond a chat box.

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Design principles for Human-AI interaction

Gavin Johnson

ActiveMatter walks through working principles for designing with AI, like using AI as a provocation and refining its output through human judgment. Useful when product teams are figuring out how to bring generative AI into their design workflow without losing taste.

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Pixar in a Box: Intro to Storytelling

Khan Academy

Pixar's free Khan Academy course teaches the building blocks of story through short videos with Pixar artists. Useful when designers and PMs want to sharpen narrative skills they can bring to product pitches and user flows.

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You Are Not A Story Teller

Stefan Sagmeister

Designer Stefan Sagmeister pushes back on calling every creative a storyteller, arguing the label is overused and dilutes the craft. Useful when teams want to be honest about what they are really doing instead of dressing work in trendy language.

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A Brief Intro to Storytelling and The Importance of Stories, by Jon Yablonski, and

Elizabeth Mally

Storytelling.design is a small library that explains why stories matter on the web and shows examples of digital narrative work. Useful when designers want quick inspiration and a primer on how stories shape user attention.

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Why Storytelling Is At The Heart Of Experience Design

Natasha Mortimer

Storytelling shapes experience design by tapping memory, emotion, and shared understanding so brands connect with people in lasting ways. Useful when teams need to make a product or brand feel meaningful instead of just functional.

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Why good storytelling helps you design great products

Braden Kowitz

Story-centered design uses sequential mockups like film frames so teams can see how a product flows from start to finish. Useful when you want to spot user-experience problems early and align the team before pixels get polished.

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Is ‘Delight’ the Best UX Design Intention?

Jared Spool

Jared Spool questions whether 'delight' is really the best UX design intention — and proposes that fewer barriers, not more sparkle, often serves users better. Useful when a team is debating delight features versus removing friction and a leader wants a sharp argument for the latter.

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Do Not Confuse User Experience With Customer Experience

Caroline Hamer

Caroline Hamer cautions against confusing user experience with customer experience — the two are linked but operate at different scales. Useful when a leader is using the terms interchangeably and a team needs language to clarify before scope creep.

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CX vs UX

Reddit, Inc.

Reddit thread debating CX versus UX — practitioners weigh in on the differences in scope, ownership, and skill. Useful when a designer is fielding the same CX-vs-UX question from leaders and wants peer-sourced answers to reach for.

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Service Design Patterns

Davis Levine

Davis Levine introduces service design patterns — what they are, how they differ from UI patterns, and how to start cataloging them. Useful when a service designer wants a primer before pitching a pattern library to leaders.

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Where Did the Term “User Experience” Come From?

Sheena Lyonnais

Sheena Lyonnais traces the term 'user experience' back to Don Norman at Apple in the 1990s and how it evolved since. Useful when a designer is making a case for the broader scope of UX and wants the historical context to back it up.

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An Introduction to User Experience Design

Ben Le Ralph

Ben Le Ralph's intro to user experience design — what UX designers do, the process, and how it differs from visual design. Useful when a non-designer is starting to work with a UX team and needs a primer on what to expect.

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The elements of User experience

Marija S.

Marija S. summarizes the elements of user experience — Garrett's classic five-plane model from strategy down to surface. Useful when a designer needs a quick refresh of the foundational UX framework before a strategy conversation.

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What Is User Experience (and What Is It Not)?

Kate Kaplan

Kate Kaplan from NN/g defines user experience in plain language — covering everything that shapes a person's interaction with a product, not just the screens. Useful when a team needs the clearest possible answer to 'what is UX?' from a trusted source.

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What Exactly is UX/User Experience?

Reddit, Inc.

Reddit thread where designers debate what UX actually is — touching on its overlap with UI, research, and product. Useful when a team is arguing about UX scope and wants outside views before locking in a job description or process.

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Psychology or the lack thereof , in Design

Shilpa Payyanadan

Shilpa Payyanadan walks through how psychology principles — Hick's law, Fitts' law, Gestalt — should shape design decisions, and where teams ignore them. Useful when a designer wants research-backed reasons for layout and flow choices instead of taste arguments.

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Designing for “delight” is dead

Alex Klein

Alex Klein argues that designing for delight is dead — the real goal should be user well-being, not slot-machine moments that prey on impulses. Useful when a team chasing micro-delight features needs a reminder to weigh long-term user impact, not just short-term smiles.

Define
User’s story: a template to a way of thinking

Luis Mizutani

Argues that the user-story template is less about the words and more about a way of thinking — putting the user, their goal, and their why at the center of every requirement. Useful when teams fill in the template mechanically and miss the empathy it was built to force.

Define
The Changing B2B Customer Journey: Are You Keeping Up with Lead Generation?

Elias Crum

Lays out how the B2B buyer's path has shifted to long, self-serve research before sales ever talks to a buyer, and what marketing teams should change in their lead-generation playbook. Useful when sales pipeline is shrinking and leaders need to rethink where signals about real intent come from.

Define
Designing for “seniors,”

Reddit, Inc.

Reddit thread where designers share tips for designing for seniors. Useful when teams want quick peer advice from real designers.

Define
Age Before Beauty – A Guide to Interface Design for Older Adults

Sergei P.

Sergei P.'s guide to UI design for older adults on Toptal. Useful when teams need concrete UI rules for senior users.

Define
A Guide To Designing For Older Adults

Vitaly Friedman

Vitaly Friedman's guide to designing for older adults with patterns and pitfalls. Useful when designers want a deep, hands-on reference.

Define
What Is Continuous UX Research?

Jeff Humble

Explainer on what continuous UX research is and why it matters. Useful when leaders want a shared definition for the team.

Define
Continuous Discovery vs. Research Projects

Dave Hora

Dave Hora compares continuous discovery to one-off research projects. Useful when teams want to switch from project research to ongoing discovery.

Define
The Four Value Dimensions—a UX Analysis Tool

Charles Wyke-Smith

Charles Wyke-Smith's four value dimensions tool for analyzing UX. Useful when teams need a quick way to score an experience on multiple axes.

Define
The DIKW diagram

Nathan Shedroff (down the page)

Nathan Shedroff's DIKW diagram lays out data, information, knowledge, and wisdom as a stack. Useful when teams build experiences that should help users move up that ladder.

Define
User Experience Design

Peter Morville

Peter Morville's classic on user experience design and the UX honeycomb. Useful when teams want a shared definition of what good UX even means.

Define
Emotional Design

Erik Messaki

Short essay on emotional design and why feelings shape user experience. Useful when teams want to add warmth and pull to flat designs.

Define
The 6 Steps of the Design Thinking Process

IDEO U

IDEO U overview of the six steps of the design thinking process. Useful when a team wants a clean primer before running a workshop.

Define
In Design, Empathy is Not Enough

Dan Saffer

Dan Saffer argues empathy alone is not enough; design also needs craft and rigor. Useful when teams over-rely on empathy talk and miss real product work.

Define
7 Ways to Get Started Designing for AI/ML Products

Lola Salehu

Seven starter tips for designers new to AI and ML products. Useful when designers are switching from non-AI work and need a quick on-ramp.

Define
How to design for AI-first products

Emily Stevens

How-to guide for designing AI-first products from the ground up. Useful when a team is rebuilding a product around an AI model.

Define
Designing for generative AI experiences

Veronica Chen

Adobe story on patterns and choices when designing generative AI features. Useful when teams are about to ship their first AI-powered flow.

Define
Product Discovery, A Guide for Product Teams

Tim Herbig

Tim Herbig's guide to product discovery for teams, covering when and how to discover. Useful when a team is moving from delivery-only to running real discovery.

Define
How senior product managers think differently

Debbie Widjaja

Senior PMs question both the problem and the solution rather than just executing tasks. Useful when teams want to spot which PMs are really thinking strategically.

Define
A behavioral approach to product design

Aaron Otani

Walks through a behavioral approach to designing products that change user actions. Useful when you want a method for designing for behavior, not just preference.

Define
How to Design Products Using Behavioral Science

Kristen Berman

How to apply behavioral science principles to product design. Useful when you want to build products that nudge user behavior on purpose.

Define
User Goals Vs. Business Goals

Mariya Besedina

Side-by-side breakdown of user goals and business goals and how they interact. Useful when you need a quick teaching tool to align a team on both.

Define
Product Management Roles & Responsibilities

James Biggs

Lays out PM roles and responsibilities clearly across stages and team types. Useful when you are writing a PM job description or setting expectations.

Define
What should a Product Manager do?

Reddit, Inc.

Reddit thread where PMs debate what the role should and shouldn't include. Useful when you want unfiltered peer takes on PM scope.

Define
Everything I hate about Product Management. An increasingly unhinged rant

Reddit, Inc.

Reddit rant capturing common PM frustrations and what to do about them. Useful when you are considering PM as a career and want to hear the unfiltered downsides.

Define
The Product Manager Journey: Stories from the Frontlines

Seyifunmi Olafioye

Frontline stories about the PM journey across different teams and stages. Useful when you are early in your PM career or considering the role and want real stories.

Define
My personal story: Why I decided to blend Product Design and Product Management?

Anna Maria Hall

Personal story of blending product design and product management roles. Useful when you are weighing how much PM work to take on as a designer.

Define
Blog: 'Authentic' co-design – what is it and how do we do it?

Chris Walsh

Defines authentic co-design and how to avoid token participation. Useful when you want to make sure co-design is real and not performative.

Define
Shades of co-design

Emma Blomkamp

Explains different shades of co-design from light involvement to deep partnership. Useful when 'co-design' means different things on your team and you need shared definitions.

Define
Beyond Human-Centered Design, to?

Cassie Robinson

Asks what comes after human-centered design, looking at planet, systems, and futures-oriented framings. Useful when human-centered alone feels too narrow for the problem you're solving.

Define
What is Service Design?

Reddit, Inc.

Reddit thread where practitioners answer 'what is service design?' in plain words. Useful when you need quick peer answers to share with a non-design teammate.

Define
My Crash Course in Service Design

The Accidental Design Thinker

First-person learning story about getting up to speed on service design fast. Useful when you need a fast, friendly intro to the discipline.

Define
The ultimate introduction to service design

Dev Singh

Plain-language intro to what service design is and how it differs from product design. Useful when you are new to service design and need a single, simple primer.

Define
Designing for Intent: Why UX Matters More Than Ever in B2B

Yuanyuan Hu

Looks at why intent-driven UX matters more in B2B, where users have specific jobs to finish. Useful when you are designing complex B2B tools and want intent at the center of the work.

Define
Embracing Intent-Driven UX: The Future of Application Design

Jason Nissen

Explains intent-driven UX as designing around what users are actually trying to do, not just what they click. Useful when you want to shift your team from feature-first to intent-first design.

Define
The Future of UX: My Take on Where We're Headed

Nussi Einhorn

Reflections on where UX is headed: AI as a partner, immersive experiences, well-being focus, and sustainability. Useful when you want a quick scan of trends to discuss with your team.

Define
6 Insights from My First 2 Years in Full-Time UX Writing

Uzoma Ibekwe

Six lessons from two years as a UX writer, like demonstrating value and bridging the theory-to-practice gap. Useful when you are new to UX writing or hiring one and need to understand the real day-to-day.

Define
Nobody's talking about vibe design

Kshitij Agrawal

Introduces 'vibe design' as a way to design with AI by focusing on full presentation and feel instead of pixels and tokens. Useful when you are exploring how AI changes the designer's role and want a fresh framing.

Define
Designing for the AI future

Leran Admoni

Shares four guidelines for designing products in the AI era while keeping empathy and real user pain points central. Useful when you are setting team direction for AI work and want a short list of principles to align around.

Define
Google's AI design principles in 2024: user-centric AI experiences

Nurkhon Akhmedov

Walks through Google's 2024 AI design principles, like only using AI when it really helps and setting clear user expectations. Useful when you need a starter set of principles to shape AI features in your own product.

Define
Adventures in a Designed World's Human Centred Design Principles for Exploring Safe Use of AI

Christopher Roosen

Shares a set of human-centered design principles for safely using AI inside teams and across an organization. Useful when you want a checklist of principles to guide AI rollout and avoid common automation mistakes.

Define
Human-Centered AI for Learning

Nicole Leaper

Walks through how to apply human-centered design when adding AI to learning experiences so learners stay supported, not overwhelmed. Useful when you are shaping AI features in a learning product and need to keep learner needs front and center.

Define
Is AI Driving Us Away from Designing Human-Centric Experiences?

Dina Gkritzapi

Looks at how AI tools are changing UX work and asks teams to keep humans at the center of every design choice. Useful when you want to set guardrails for using AI in your design process without losing sight of user needs.

Define
My Manifesto for Human-Centered AI

Rory James Zauner

Rory James Zauner's manifesto for human-centered AI, with principles and a call to action. Useful when a designer wants a strong piece to share with their team to set the bar for AI work.

Define
Designing Generative AI Solutions: Key Lessons Learned, by Khulan Davaajav and

G. Hussain Chinoy

Lessons from designing generative AI solutions inside Google Cloud, drawn from real product work. Useful when an enterprise team is shipping gen AI features and wants lessons from a team already in production.

Define
Designing for AI-Powered Experiences: New Frameworks and Methodologies

Adam Fard

Adam Fard on new frameworks for designing AI-powered experiences, with templates teams can use. Useful when a team is starting an AI product and wants frameworks to organize their thinking.

Define
Designing for AI: 12 Expert Tips for Human-Centered Design

Rafał Korzeń

Rafal Korzen shares twelve expert tips for designing human-centered AI experiences. Useful when a team wants a quick list of tips they can run through in a design review.

Define
UX of AI

Lennart Ziburski

UX of AI is a curated site of patterns and examples for AI product UX. Useful as a reference when a designer wants to scan many examples of AI UX before designing their own.

Define
7 mental models for designing AI products (video)

Dive Club

Dive Club video on seven mental models designers can use when shaping AI products. Useful when a designer prefers learning by video and wants quick mental models to apply on real work.

Define
Design for AI: What should people who design AI know?

Hal Wuertz

Hal Wuertz on what people designing for AI should know, with patterns for trust, errors, and feedback. Useful when a designer is moving onto an AI team and needs a starter mental model.

Define
Design Principles for Generative AI Applications

Justin Weisz

Justin Weisz lays out design principles for generative AI applications, drawn from IBM's research. Useful when a team is shipping a gen AI feature and wants principles backed by real research.

Define
A Designer's Intuition

Brianna Koch

Brianna Koch on how a designer's intuition fits into a craft built around evidence and feedback. Useful when a designer is doubting their gut and wondering whether to trust it.

Define
The User Experience (UX) Of Value In Web Application Design

Ben Nadel

Ben Nadel on the UX of value in web app design, framing how users feel value through interaction. Useful when a web app team wants to think about value at the level of every interaction, not just features.

Define
What is Product Value?

Dr Bart Jaworski

Dr Bart Jaworski explains what product value is and how to think about it cleanly. Useful when a team keeps using the word 'value' loosely and needs a sharper shared definition.

Define
UX Design for AI Products

Zhaochang He

Zhaochang He on UX design for AI products, with patterns for prompts, results, and feedback. Useful when a team is building an AI product and wants a grounded set of UX patterns to copy.

Define
Designing user experiences for AI: A real-world journey

Samiksha Makhijani

Samiksha Makhijani shares a real-world journey of designing user experiences for AI products. Useful when a designer is starting their first AI project and wants to learn from someone who already shipped one.

Define
Designing for AI: A Designer's Guide to Building Trust, Adaptability, and Ethics

Ranjeet Tayi

Ranjeet Tayi's guide to designing for AI, focused on building trust, transparency, and guardrails. Useful when a designer is shipping AI features and worries users will not trust the output.

Define
Designing AI systems

Alex Shires

Alex Shires on building ML-driven applications, with what designers need to know about the model and data. Useful when a designer is sitting between PM and ML engineers and wants enough context to contribute.

Define
Adaptive User Interfaces (AUIs)

Ardavan Hp

Ardavan Hp explains adaptive user interfaces and how they revolutionize standard UX with smart context. Useful when a designer wants a primer on adaptive UI before pitching one to their team.

Define
Hyper-Personalization in Design: Tailoring Every Interaction to the Individual

Tanmay Vatsa

Tanmay Vatsa walks through hyper-personalization in design with examples of tailoring each interaction. Useful when a team wants concrete examples of hyper-personalization before they pitch their own.

Define
What is Data Driven Design?

Maria M.

Designlab explains data-driven design in plain words, with examples of how teams use data in their process. Useful when someone new to data-driven design wants a friendly intro before joining a team that uses it.

Define
10 Core Product Design Principles

uxplanet

UX Planet's ten core product design principles with examples for each. Useful when a designer onboarding a new teammate wants a single shared post to align on principles.

Define
10 Principles of Good (UI) Design

Chris Becker, MFA

Ten UI principles drawn from Dieter Rams and applied to digital product work. Useful when a designer wants a quick reference rooted in classic principles before a design review.

Define
The worst volume control UI in the world

Fabricio Teixeira

Walks through a cringe-worthy real-world volume control as a lens on bad UI choices. Useful when a designer wants a sharp story to share in a critique on why details matter.

Define
User Interface Design: 10 Principles Learned from Painful Mistakes

Paul Boag

Paul Boag shares ten UI design principles he learned the hard way through real projects. Useful when a UI designer or front-end dev wants a battle-tested checklist before shipping.

Define
What is systems thinking?

Fabian Gampp

Plain intro to systems thinking and what it offers compared to linear thinking. Useful when a team is hearing 'think in systems' and needs a starter explanation before diving in.

Define
Finding a way into systems

James Hostford

Government Digital Service post on how to find your way into systems work when the system feels overwhelming. Useful when a designer or policy person is new to systems thinking and not sure where to start.

Define
My approach to content design and content strategy

Micheal Foley

Walks through a personal approach to content design and content strategy, with how the two stack together. Useful when a content lead is shaping their playbook and wants a worked example to react to.

Define
It's called Content Design, not editing - and hold the waffle!

Louisa Harper

Pushes back on content design being treated as editing or polish, with examples of what real content design looks like. Useful when a content designer needs language to explain their work and protect their seat at the table.

Define
UX Writer, Content Designer, and the Many Titles You Find When Job Hunting

Mo Williamson

Maps the many job titles in content roles, like UX writer and content designer, and explains the differences. Useful when a hiring manager or candidate is sorting out which title and scope fits.

Define
Content Design: Why It Matters (And Why It's Not Just UX Writing)

Kaysie Garza

Hotjar piece breaking down content design and showing why it is its own discipline, not a UX subset. Useful when a product team is structuring roles and wondering where content fits.

Define
Why we should compare Content Design to UX Design, not UX Writing

Lizzie Bruce

Argues content design should be compared to UX design, not to copywriting, with reasons rooted in process. Useful when a content lead is trying to set the right expectations for their team and partners.

Define
What is content design, and (why) does it matter?

Victor Beigelman

Asks why content design matters and where it pays off compared to plain copywriting. Useful when a leader is deciding whether to invest in content design as a discipline.

Define
What is content design?

Louise Bruton

Plain explainer of what content design is and how it differs from UX writing or copywriting. Useful when someone new to the field or a stakeholder needs a quick orientation.

Define
Content design is the user experience — and what the deuce is content design?

Jane Ruffino

Argues that content design is the user experience itself, not a layer on top of it. Useful when a content designer or UX lead needs to push back on being treated as a copy resource late in projects.

Define
Embrace a “data aware” approach to designing great UX, by Rochelle King and

Elizabeth Churchill

Argues for a data-aware approach where designers know what data can and cannot tell them. Useful when a UX leader wants to push the team beyond surface-level dashboards into deeper questions.

Define
Understanding Data-Informed Design, the job niche that's kept me in demand

Christopher Wong

Explains data-informed design as a growing role that mixes UX, analytics, and product sense. Useful when a designer or hiring manager is trying to scope this role or pitch it inside their org.

Define
Data-driven vs. data-informed design in enterprise products

Alastair Simpson

Compares data-driven and data-informed design inside Atlassian and shows why mixing data with judgment beats either one alone. Useful when an enterprise team is fighting over whether tests or designer intuition should win an argument.

Define
Becoming a data-aware designer

Aaron Gitlin

Pushes designers to move past being data-driven and become data-aware, treating data as one input alongside research and instinct. Useful when a design team is being pressured into A/B test culture and wants a healthier way to use data.

Define
Getting thick and rich data right

Helge Tennø

Helge Tennø argues thick and rich data should be available to every decision in a project, not stored away for special studies. Useful when teams default to dashboards for every call and you want a frame to widen the inputs.

Define
Is Big Data Vs Thick Data or Big Data Complements Thick Data?

Dr. Virendra Kumar Shrivastava

Argues big data and thick data complement each other — quantitative scale plus qualitative depth — to answer both what and why. Useful when teams treat them as either-or and you need to make the case for combining them.

Define
Why Big Data Needs Thick Data

Tricia Wang

Tricia Wang's foundational essay on why big data needs thick data, drawing from her Nokia case study and ethnographic work. Useful when leadership over-relies on dashboards and you need a classic source to explain why qualitative depth matters.

Define
Why I Love Thick Data

Jacqueline (Jax) Fouche

Jacqueline Fouche argues that thick data — qualitative, ethnographic insight — gives the why behind big data and acts as a leading signal for product teams. Useful when a team relies only on quant signals and you want to make the case for thick data investment.

Define
Human-in-the-Loop: Maintaining Control in an AI-Powered World

Kashyap Vyas

Sogolytics post on keeping humans in the loop of AI decisions to maintain ethics, trust, and oversight. Useful when an AI feature is moving toward autonomy and you need a checklist for where human review should stay.

Define
The Human in the Loop

Britt Watwood

Britt Watwood reviews Ethan Mollick's Co-Intelligence framing of integrating AI without handing over our lives to it. Useful when planning AI usage policy and you want a short reflection to share with educators.

Define
How to be a "Human in the Loop"

Eric Hudson

Eric Hudson on Substack defines being a 'good human in the loop' as bringing prior knowledge to prompting, evaluating, and reflecting on AI use. Useful when teaching students or staff to use AI tools without losing agency.

Define
What’s Human-In-The-Loop? Exploring Human-AI Collaboration for Enhanced Productivity

Leon Ho

Frames human-in-the-loop as a co-pilot model where humans steer and AI handles repetitive tasks while humans keep ethical judgment. Useful when explaining HITL to a team or deciding where humans must stay in an AI workflow.

Define
Did AI kill the system’s thinking skills in UX?

Kike Peña

Argues that AI-driven fast UI generation is hurting designers' systems-thinking skills and pushing surface-level work. Useful when AI tools are speeding output but you suspect quality is slipping and want a frame to discuss it.

Define
The "Adjacent Possible" – and How It Explains Human Innovation (video)

Stuart Kauffman

Stuart Kauffman TED talk explaining the adjacent possible from biology to computing and what it means for innovation today. Useful when introducing the concept to a team and you want a short, authoritative video to share.

Define
Exploring the adjacent possible – What we should expect from technology

Understanding Innovation

Argues for using the adjacent possible to evaluate technology — what does it expand, what range does it open, what should we mitigate? Useful when assessing a new technology and you want a frame for both upside and downside.

Define
Blogging, empowerment, and the “adjacent possible”

Scott Rosenberg

Scott Rosenberg connects blogging and the adjacent possible, arguing that writing for an audience changes how we read, think, and imagine systems. Useful when reflecting on how creative practice grows your range of ideas.

Define
The Adjacent Possible

Steve Johnson

Steve Johnson's idea of the adjacent possible as a building of connected rooms where progress only moves one room at a time. Useful when explaining slow but real innovation to a team that wants giant leaps.

Define
Innovation, Design, and the Adjacent‑Possible

Daniel H

Daniel writes that exaptive innovation is about identifying existing patterns and bright spots inside the org and pushing them further. Useful when teams want fresh ideas but already have hidden bright spots no one is amplifying.

Define
Remixing your way to innovation: The Adjacent Possible

Ameet Ranadive

Frames innovation as remixing existing inputs at the frontier of the adjacent possible, with Tesla as a worked example. Useful when teams complain there are no new ideas and you want a frame for remixing what already exists.

Define
The Adjacent Possible: Expanding Your Creativity, Career, and Life

Chris Loper

Defines the adjacent possible as the realm of new ideas reachable from what we already know, and shows how to nudge into it. Useful when feeling stuck on creative work and you want a frame for moving by small reachable steps.

Define
7 Ways to Elevate Product Thinking

Kyle Evans

Seven actions that elevate product thinking in a team, from clarifying outcomes to involving customers earlier and challenging assumptions. Useful when product thinking feels shallow and you want a list of moves to push it deeper.

Define
Good Product Thinking

Breana Jones

Curated Medium list of articles that elevate product mindset and unstick team thinking, by Breana Jones. Useful when looking for a curated reading list to share with new product folks.

Define
The Mindset That Kills Product Thinking

Jeff Patton

Argues that the service-provider mindset baked into agile and corporate processes kills product thinking by replacing outcomes with output demands. Useful when teams measure delivery instead of impact and you need a frame to push back.

Define
Product Thinking — A Comprehensive Guide to Product Design Process with a Product Thinking Mindset

Sudarshan Sahu

Comprehensive guide that frames product thinking as the journey from user problem to product-market fit, walking through why, what, and how steps. Useful when joining a new product team and you want a single map of the design process.

Define
Why Product Thinking is the only way to see your product?

Ali Raza Khan

Argues that product thinking lives at the company-strategy level by deciding what kind of product to be in a market, like Instagram versus Facebook. Useful when leadership asks why a feature focus is not enough and you need a higher-altitude answer.

Define
The UX Design behind Crafting Digital Companions

Martina Sartor

Explores AI agents as digital companions and looks at design challenges, opportunities, and concrete strategies for shaping them. Useful when starting work on a conversational or agentive product and you want a survey of the design space.

Define
Experience Design of AI Agents

Noman Siddiqui

Argues UX must now serve three users — customer, employee, and AI agent — and shows how to design data and interfaces for agent participation. Useful when adding AI agents to an existing product and the team has not thought about machine-readable design before.

Define
Emerging Design Patterns for Human Interaction with AI Agents

Greg Nudelman

Introduces a four-capability framework — perception, reasoning, memory, agency — for evaluating AI agents and shaping the user interaction. Useful when building AI features and you need a checklist for what the agent can sense, think, and do.

Define
Designing for Agentive UX

Kshitij Agrawal

Defines agentive UX as designing for systems that act on the user's behalf, drawing on Christopher Noessel's framework, and shifts the goal from tasks to outcomes. Useful when designing AI-powered features that work in the background and you need new design rules.

Define
Why designers should find the balance between systems thinking and design thinking?

Tyler La

Explains why pairing systems thinking with design thinking helps designers balance stakeholders, business goals, and engineering limits. Useful when scaling a design practice and you want both holistic thinking and fast iteration on the same team.

Define
System Thinking and UX Part 1: Exploring Systems and Our Addictions

Stewart Dean

Argues that surface thinking — jumping to UI sketches — leads to fragile design, and that teams should sit with the messy middle to find real solutions. Useful when a team rushes to interfaces before understanding the system behind the problem.

Define
Activating Change: A Designer’s Guide to Systems Thinking, by Jaime Calderon Goff and

Cara Tomko

Frames systems thinking as a way for designers to make more ethical, holistic choices, with mapping as the core technique to find leverage. Useful when a project's effects ripple beyond the screen and you need a shared map to navigate.

Define
Integrating Systems Thinking and Design Thinking, by John Pourdehnad

Erica R. Wexler, MSOD

Academic framework that combines design thinking's prototyping with systems thinking's whole-context view to tackle complex org problems. Useful when leading work on org or service problems where one lens alone misses the wider context.

Define
How I’ve blended systems thinking into my design work

Boon Yew Chew

Shares a designer's first-person account of weaving systems thinking into everyday design work to handle complex problems. Useful when you want practical examples of bringing systems thinking into your own design practice.

Define
Systems Thinking vs Design Thinking — a spectrum misunderstood

Nikhil Mahen

Argues systems thinking and design thinking sit on a spectrum and are most powerful when used together rather than chosen between. Useful when teammates debate which mindset to apply and you need a shared frame for combining the two.

Define
Placing Desirability at the Center of Innovation, by Saul Flores &

Nicole Yu

Argues that putting customer desirability ahead of feasibility or viability widens the range of problems a business can solve. Useful when innovation efforts feel constrained by tech or finance and you want a fresh starting frame.

Define
Designing Desirable Products: It’s Not Luck, It’s Strategy

Kelly Custer

Argues desirability comes from strategy — meeting a real need, an enticing aesthetic, and a delightful experience aimed at a clear target. Useful when pitching a new product idea and you need a frame to show why design choices were intentional.

Define
What is product thinking and why does it matter?

Ward Andrews

Explains product thinking as a holistic mindset for finding what makes a product useful, and contrasts it with feature-only design thinking. Useful when leadership asks you to define product thinking and explain why every team should practice it.

Define
Product Thinking: the most essential Product skill

Sophia Latache

Frames product thinking as a problem-solving skill open to anyone on the team, not just PMs, and shows how to spot when it is missing. Useful when you want to grow product thinking on a cross-functional team without changing roles.

Define
Product Thinking — The Way to Approach Product Design

Chelsi N.

Argues product thinking is problem-solving for users rather than feature-adding, and outlines how to keep needs central while designing. Useful when a team's design work feels feature-driven and you want a frame to refocus on user problems.

Define
Bringing product thinking to any team

Merissa Silk

Shows how to push product thinking into any team using impact-effort and impact-unknowns matrices to expose assumptions early. Useful when teammates jump to fully formed feature ideas and you want a tool to slow that down.

Define
The evolving concept of service patterns

Laurence Berry

Traces how service patterns moved from UK gov roots into a global pattern library that helps teams reuse proven service designs. Useful when you want context on why service patterns matter and how big orgs are building shared libraries.

Define
The Principles of Service Design Thinking — Building Better Services

Rikke Friis Dam

Lists service design principles including customer-centered demand, unified delivery, and value creation, drawn from Design4Services. Useful when starting a service design project and you need a shared frame for what the service should do for users.

Define
Are You Doing Too Much Research?

Carol Rossi

Argues that more studies are not always better and that researchers should ask whether each project provides business value before running it. Useful when a research team feels stretched and needs a frame for saying no or pushing back on low-value requests.

Define
How much research is just enough research?

Sherry W.

Reflects on Erika Hall's Just Enough Research and how to find a workable middle ground between too much and too little research on a project. Useful when scoping a study and trying to decide how deep to go before analysis paralysis or guesswork takes over.

Define
Product Design vs Product Management: Ultimate Guide

Contentsquare

Contentsquare's guide compares product design and product management roles - different goals and workflows but stronger together. Useful for new teams clarifying who owns what across research, iteration, and shipping.

Define
AI Agents Are Here. How Much Should We Let Them Do?

Reece Rogers

Reece Rogers and Pattie Maes warn AI agents are still tricked easily and that misplaced confidence makes users trust them when they shouldn't. Useful when teams ship agentic features and need to design human-in-the-loop guardrails.

Define
AI Agent UX is Challenging! We've Been Experimenting with Ways to Show Actions

Jiquan Ngiam

Jiquan Ngiam (Lutra) argues AI agent UX is hard - users want real-time visibility into what the agent is doing, and the AI-computer interface layer is design-critical. Useful when teams build agentic features and worry about visibility and trust.

Define
Secrets of Agentic UX: Emerging Design Patterns for Human Interaction with AI Agents

Greg Nudelman

Greg Nudelman's framework for agentic UX builds on four core capabilities - perception, reasoning, memory, agency - with a multi-stage Supervisor/Worker example. Useful when teams designing AI agents need shared design vocabulary.

Define
Creating a human-centered AI experience

Mary Daniel

Mary Daniel's Wix UX piece on building human-centered AI experiences covers trust, transparency, honesty, control, and humanity as guiding principles. Useful as a starter set of AI UX principles for product teams.

Define
Why traditional design approaches fall short in the new context of AI

Sarah Tan

Sarah Tan argues traditional design thinking falls short for AI products because of new complexity and edge cases. Useful when design teams hit the limits of user-centered thinking on AI features.

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The definitive product positioning framework

Anthony Pierri

Anthony Pierri's positioning formula is Target Customer + Differentiation, with the discipline to focus on one segment, one use case, one channel. Useful when startups try to appeal to everyone and end up reaching no one.

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Product Market Fit Model

Robert Kaminski

Robert Kaminski lays out three levels of product-market fit - Feature, Product, Platform - and argues founders should start with feature-level fit. Useful when founders are stuck building too much, too soon.

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Building trust in AI with Human Centered Design Guidelines

Owen D.

Owen Derby shares Workday's Human-AI Experience guidelines built around explainability, user control, learning over time, and accurate mental models. Useful when enterprise design teams need a starting set of AI UX principles.

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Creating a human-centered AI experience

Mary Daniel

Mary Daniel offers five principles for human-centered AI: trust through reliability, transparent reasoning, honest disclosure, user control, and protecting humanity. Useful when product teams design AI features and need shared guardrails.

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How to Stay Human-Centered in the Age of AI and Emerging Tech, with Mina Seetharaman and

Grace Hwang

Grace Hwang reminds teams that tech is a tool, not the goal, and AI is a creative partner that needs verification. Useful when product teams over-rely on AI and lose touch with real human needs.

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Design in a world of change: why ‘old’ UX is not enough anymore

Jagna Birecka

The article argues that outcomes alone don’t create direction, and that teams mistake outcome statements for strategy when they lack intent, tradeoffs, and decision logic. Use this when clarifying why outcome-driven language isn’t improving execution and when deciding how to pair outcomes with real strategic choices.

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Beyond the Double Diamond: AI’s Challenge to Design Thinking

Jascha Goltermann

The article explains that outcomes only become useful when they are treated as signals that inform decisions, not as strategy or goals in themselves. Use this when clarifying how outcomes should guide choices, ownership, and learning rather than replacing intent, planning, or leadership judgment.

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Output → Outcomes → Impact: a logic model for product development

Jason Yip

The article explains that outcomes only become useful when they are treated as signals that inform decisions, not as strategy or goals in themselves. Use this when clarifying how outcomes should guide choices, ownership, and learning rather than replacing intent, planning, or leadership judgment.

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Understanding the Importance of Outcome over Output in Product and Project Management

Jaime Diaz Beltran

The article explains why outcomes should not be treated as goals, arguing that outcomes are signals that inform decisions, while goals represent intent and direction. Use this when clarifying how to frame goals, outcomes, and metrics so teams don’t confuse measurement with strategy.

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Outcomes Over Output Is Not Enough

Mike Lingle

The article argues that focusing on outcomes alone is insufficient unless teams also clearly define which outcomes matter, how they will be measured, and who is accountable for achieving them. Use this when diagnosing why an “outcomes over outputs” shift isn’t improving decisions and when clarifying ownership, metrics, and intent behind outcome statements.

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Lean Market Validation: 10 Ways to Rapidly Test Your Startup Idea

Jim Semick

The article argues that product discovery shouldn’t be treated as a one-off project phase but as an ongoing, team-wide practice that continuously refines customer understanding, problems, and validated solutions through collaboration. It highlights that great discovery combines qualitative and quantitative insights, involves cross-functional teams early, and keeps learning loops short to decrease risk and increase confidence. Use this when you’re deciding how to structure your discovery practice and integrate it into delivery cycles rather than treating it as a separate upfront step.

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An Introduction to Lean Canvas

Steve Mullen

This article explains the fundamentals of product thinking, focusing on solving user problems by aligning business goals, user needs, and solutions. Use this when a team needs to decide whether they are building the right thing, not just building it well.

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Product Thinking 101

Naren Katakam

This article explains the fundamentals of product thinking, focusing on solving user problems by aligning business goals, user needs, and solutions. Use this when a team needs to decide whether they are building the right thing, not just building it well.

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