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  1. One Knight in Product
  2. Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem
Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product · Jul 25, 2026

AI can build solutions, but real value lies in designing the right problem. Pavel Samsonov on UX, systems thinking, and avoiding AI-driven waste.

The "Double Square Model" of Product Development Creates Terrible Products

Most companies operate on a "double square model": have an idea, build it, then get the next idea. This linear process lacks the divergent and convergent thinking of the Double Diamond, leading to poor product outcomes and features solving non-existent problems.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Service Design Bridges Digital Interfaces with Real-World Human Processes

Service design connects software interfaces with the "world of atoms"—the messy, real-world human actions and operational tasks required to deliver a service, such as employees queuing for government forms to enable a feature.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

B2B Design Fails When It Chases Simplicity Instead of Understandability

The common B2B goal of a "consumer-grade" simple interface is misguided. Complex business processes require powerful tools. The designer's job is not to hide this complexity but to make it understandable and controllable for the user.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Stakeholder-Driven Dashboards Are Usually Useless, Unactionable Vanity Projects

Stakeholders often demand dashboards to feel "data-driven." However, these are rarely designed with a clear user purpose, resulting in a collection of impressive-looking data that is ultimately unactionable for the end-user who needs to make decisions.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

A Single Human Touchpoint Makes Self-Service More Scalable, Not Less

The belief that 100% self-service is infinitely scalable is a myth. A purely automated system is limited by its pre-designed exception handling. Adding one human touchpoint dramatically increases scalability by efficiently managing the long tail of user exceptions.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Designers Increase Scope by Owning the Gaps Between Product Silos

Instead of fighting product managers for ownership of vertical product domains, designers can gain more influence by focusing on the end-to-end experience. They should identify and fix the unowned "seams" between silos where decisions are being neglected by default.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Add 'Inputs' and 'Outputs' to User Personas to Map System Dependencies

Standard empathy maps are insufficient for complex systems. To truly understand a user's role, add two crucial sections to their persona: "Inputs" (what they depend on to do their work) and "Outputs" (who depends on their work), revealing critical process dependencies.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Vague Executive Mandates like "Add AI" Shift Execution Blame to Teams

When executives push broad, substance-less ideas like "add AI" or "users want personalization," it's often a setup. If the project fails, the idea is deemed great while the team's execution is blamed, despite the original directive being meaningless or misguided.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Agile Frameworks Ignore The Crucial Origin of Product Requirements

Frameworks like Agile and Scrum focus on adapting to changing requirements but completely ignore their genesis. They operate as if requirements simply "appear fully formed," neglecting the most important part of product work: designing the problem and generating valid ideas.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

"Ladder Up" from Specific Feature Ideas to the Core Problem Being Solved

When a stakeholder proposes a specific feature (a "form factor"), don't debate it directly. Instead, "ladder up" the conversation by asking a series of "why" questions to uncover the user behavior, desired outcome, and ultimately, the root problem being solved.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Stop Asking for a "Prototype" and Instead Define the Decision It Must Inform

The word "prototype" is dangerously ambiguous, meaning different things to different roles. To avoid confusion, stop using the term. Instead, start by articulating the specific decision you need to make, then determine the cheapest artifact needed to inform it.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Democratized Research Without Central Synthesis Shatters an Org's Shared Reality

Allowing every PM to conduct their own research seems faster but is dangerous. Without standardized methodology and central synthesis, teams return with conflicting "research-informed" results, creating a "kaleidoscope of multiverses" that breaks any shared understanding of the customer.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago

Synthetic Users Generate Commodity Insights That Erode Competitive Moats

Using LLMs for "synthetic user" research is a shortcut to mediocrity. These models provide generic, probabilistic responses available to all competitors. A durable competitive moat is built on unique, hard-won insights from real people, not from commodity data.

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem thumbnail

Pavel Samsonov - AI Can Build the Solution... You Still Have to Design the Problem

One Knight in Product·a day ago