Category Record

MLOps compressed category formation into one-third the time, leaving market vocabulary unsettled.

Jurisdictions define AI risk categories incompatibly, leaving compliance impossible.

Being first to name an AI category gives an opening, not a lasting edge.

Creating a new category requires naming the problem buyers cannot articulate yet.

Fragmented definitions sabotage AI returns before deployment even begins.

The company invented a discipline, not just a product category.

Notion won by persuading buyers they needed one workspace, not the best wiki.

The company shaped how the market understood programmable communications before analysts named it.

Demandbase and Terminus took opposite paths to account-based marketing.