George
Kucera
Product Executive for AI Systems
15+ years scaling software through complex transitions.
Currently building systems that explore what happens when AI begins executing product work.
Focus
AI-enabled product execution
Designing systems where AI performs real product work, not just analysis.
Retrieval-augmented decision systems
Building tools that combine human judgment with evidence retrieval and synthesis.
AI product architecture
Exploring how product teams operate when AI becomes part of the execution layer.
Selected Projects
Executive Research Analyst
Retrieval-augmented research assistant that ingests document corpora, retrieves relevant evidence, and generates structured executive research briefs grounded in source material.
Stack: Python • OpenAI • ChromaDB • Semantic Search • Retrieval Pipelines
Health Protocol Advisor
A retrieval-augmented system that synthesizes research-grounded health protocols and generates personalized protocol options.
Stack: Python • OpenAI • Vector Search • Retrieval Pipelines • Evidence Synthesis
Writing
Why most AI systems will remain tools rather than agents, and what it takes to build true agency.
How centralized AI control creates systemic fragility in decision systems.
What happens when AI stops assisting product managers and begins executing product work.
About
I build and scale software products through difficult transitions, including finding product-market fit, improving monetization, integrating acquisitions, and redesigning systems as AI begins executing parts of product work.
Over the past 15+ years, I’ve worked across startups, growth companies, and larger platforms, helping teams navigate complexity while building products that create real business value.
Today, I’m focused on how product organizations evolve when AI moves from analysis to execution.
gwkucera@gmail.com