Piotr Nadkarni

Inbound attracts ready buyers cheaply; outbound builds pipeline fast but costs more.

Outbound moves faster but costs more; inbound compounds over time but needs runway to work.

Early warning signs of competitive loss hide in metrics you're already tracking.

Competitor intent signals work best as a prioritization tool, not a trigger for automation.