Speaking & Workshops
Practical conversations about building what fits.
Natalia speaks about practical AI product decisions, AI workflows that can be used in real life scenarios by real people, and ways to build your career transition from who you are and why you want to change. Her sessions combine enterprise technology experience, real implementation work and an often contrarian point of view for real things in real practice.
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Topics Natalia can speak about
Why a Chatbot Is Not Yet an AI Product
What needs to exist around a model before it can represent a real product: purpose, boundaries, refusal patterns, response limits, logging, escalation and the ability to change models without rewriting the product logic. Most importantly, subject matter expertise of your solution in the first place.
From AI Experiment to a Real Life Workflow
How to begin with the work itself, identify the workflow that needs improving, design data architecture, choose practical tools, build adoption and make sure the team can operate what has been introduced.
Build What Fits: From Corporate to Portfolio
A grounded conversation for experienced professionals navigating a transition: how to work with what is real, articulate a credible next step and test a direction rather than borrowing somebody else’s plan.
Ways to work together
Keynotes, fireside conversations, panels and interactive workshops for founder, product, technology and career-transition communities.