Tabnine emphasized enterprise control, privacy, and flexible deployment instead of building a frontier foundation model. Its acquisition makes strategic value clearer than standalone profit.
Scale AI says its data business is profitable, but company-wide net income remains undisclosed as enterprise applications and government work become more important.
Databricks says it is cash-flow positive while annualized revenue exceeds $7 billion, making it one of the clearest profitable AI-platform cases among major private companies.
Cohere's enterprise-only positioning may offer a more disciplined route to AI economics, but public data still does not establish net profitability.
AI21 has deliberately narrowed toward enterprise reliability and efficient models, but public revenue estimates and acquisition discussions do not establish profitability.