AI-assisted application development, known as "vibe coding," has accelerated build times from years to weeks, enabling rapid replication of previously complex software. This technology threatens the pricing power of niche AI products by making standalone solutions easily reproducible.

Microsoft has integrated AI features into its core product suite, undermining the market for standalone chatbots and specialized software. Enterprises are shifting away from separate subscriptions as bundled offerings deliver comparable functionality at lower incremental cost.

Since the start of the year, software stocks have collectively lost over $1 trillion in market capitalization, driven by investor concerns that AI agents can perform entire workflows. This so-called “SaaSpocalypse” reflects a reassessment of the long-term value of subscription-based models.

Venture capitalists now prioritize companies with customer trust, embedded real-money transactions and proprietary data. Verticals like fraud compliance and security, exemplified by startups focusing on KYC, identity verification and transaction monitoring, are viewed as more resilient to AI commoditization.