In 2026, the focus for enterprise AI is shifting from finding the single "best" model to strategically selecting a portfolio of AI capabilities that align with specific business tasks, risks, and desired outcomes.

In 2026, AI agents are expected to take over a growing number of functions within ERP systems, automating tasks like invoicing, employee onboarding, and financial accounting, and shifting the focus from transactional to intelligent platforms.

A new analysis from TechCrunch examines the business models and monetization strategies of leading AI labs, including Humans&, Thinking Machines Lab, World Labs, and Safe Superintelligence. The report introduces a five-level scale to measure commercial ambition.