AI investors shift focus from models to moats as startup failures rise

A string of startup shutdowns and strategic pivots in the artificial intelligence space is prompting venture capital (VC) firms to become more selective, with investors increasingly moving away from generic AI offerings and focusing instead on businesses with stronger differentiation and clearer commercial outcomes.

Investors say the shift reflects a broader reassessment of the AI startup landscape after a period of aggressive funding during 2023 and 2024, when many companies raised capital on expectations of rapid growth and durable advantages that have proved difficult to sustain.