These are proposals, not a record of past appearances. No publicly documented appearances are available yet. According to the author, his experience includes internal presentations and leader training on sales effectiveness; these are not presented here as public appearances.

Liquidity over volume

How to measure a marketplace's ability to turn intent into a successful match.

Audience: Product, growth, and operations leaders

Supply without demand

When supply growth stops creating choice and begins to damage marketplace economics.

Audience: Marketplace and commercial leaders

Micro-markets inside a marketplace

Why aggregates hide local scarcity and saturation.

Audience: Analytics, product, and data teams

AI matching without magic

What scoring and ranking can improve—and which demand problems they cannot solve.

Audience: Product, ML, and business leaders