As generative AI makes it easier to build software and launch digital products, deciding what to build—and whether customers will pay for it—remains a difficult business challenge. Pragmatic Institute is expanding its professional training portfolio with five live AI workshops and a new series of practitioner-led Pop-Up Workshops designed to help product managers and product marketers apply emerging techniques to real business problems. The sessions emphasize practical deliverables, including product requirements, buyer personas, competitive assessments and pricing decisions, rather than AI theory alone.

Five Workshops Target Everyday Product Decisions

The five two-hour AI workshops address distinct stages of product development and marketing:

• Product Discovery with AI: Develop evidence-based problem statements and plans for validating market needs.

• Product Requirements with AI: Refine requirements and identify ambiguities, assumptions and unanswered questions.

• Competitive Analysis with AI: Evaluate competitor strengths and test claims about product differentiation.

• Buyer Personas with AI: Build personas grounded in research while distinguishing evidence from assumptions.

• Pricing and Packaging with AI: Examine buyer alternatives, pricing models and questions that require real-world validation.

The workshops are tool-agnostic, allowing participants to use the AI assistant they already have access to. The company says the emphasis is on combining AI-generated analysis with market evidence and professional judgment.

That approach addresses a central challenge in AI adoption: producing an output is not the same as making a sound business decision. AI can accelerate research synthesis, draft requirements and organize competitive information, but its recommendations still require verification against customer evidence and commercial realities.

Gartner's research on product management and generative AI highlights the need for product leaders to distinguish tasks AI can automate from those it should augment or inform.

Pragmatic's workshops reflect that distinction by centering practical exercises and decision-making rather than presenting AI as a replacement for product expertise.

The new Pop-Up Workshops extend the model through sessions led by external practitioners. These workshops are intended to expose participants to emerging practices and firsthand industry experience, with exercises tied to their own product challenges.

For enterprise teams, the potential benefit is a shorter path between training and workplace application. A completed requirement, buyer persona or pricing decision can provide a concrete starting point for collaboration across product, marketing, sales and research teams. Whether the training produces lasting improvements will depend on how teams integrate these practices into their regular workflows.

Strategic Outlook

Pragmatic Institute is expanding from foundational product training toward ongoing, task-specific professional development. Its strategy reflects a wider market shift: as AI tools become easier to access, companies need employees who can use them responsibly and translate their outputs into defensible business decisions.

The differentiator is not exclusive AI technology—the workshops are deliberately tool-agnostic—but structured application to product management and marketing. Buyers should evaluate the sessions based on instructor expertise, the quality of exercises and whether the resulting methods improve decision-making beyond the workshop itself.

Top Insights

• Practical AI training: Pragmatic Institute's five workshops help product managers apply AI to discovery, requirements, pricing and competitive research using real product challenges.

• Evidence-led decisions: Buyer persona and discovery exercises emphasize separating research-backed findings from assumptions, helping teams reduce the risk of unsupported product decisions.

• Tool-agnostic approach: Participants can use their existing AI assistants, allowing organizations to explore workflows without committing to a specific AI vendor.

• Practitioner-led learning: Pop-Up Workshops introduce outside experts and emerging practices, giving product professionals opportunities to translate industry experience into actionable work.

• Enterprise skill development: The expanded program reflects demand for employees who can combine AI productivity with customer evidence, business judgment and cross-functional collaboration.

Get in touch with our MarTech Experts.