Unlike the cloud-era "digital transformation," which often didn't change core employee workflows, the AI transformation is universal. It changes how every knowledge worker operates daily, making the shift more profound and akin to the move from paper to computers, fundamentally altering the nature of work itself.

For incumbent software companies, surviving the AI era requires more than superficial changes. They must aggressively reimagine their core product with AI—not just add chatbots—and overhaul back-end operations to match the efficiency of AI-native firms. It's a fundamental "adapt or die" moment.

AI is becoming the new UI, allowing users to generate bespoke interfaces for specific workflows on the fly. This fundamentally threatens the core value proposition of many SaaS companies, which is essentially selling a complex UX built on a database. The entire ecosystem will need to adapt.

The most durable moat for enterprise software is established user workflows. The current AI platform shift is powerful because it actively drives new behaviors, creating a rare opportunity to displace incumbents. The core disruption isn't just the tech, but its ability to change how people work.

The threat to established SaaS companies is not just technological but also psychological. Simply adding AI features to an existing product like Photoshop may not be enough if AI creates entirely new workflows. Survival depends on 'human agency'—bold leadership willing to cannibalize existing products and fundamentally reimagine their business for an AI-centric world.

The market has overreacted to AI's threat to SaaS giants like Salesforce and Adobe. While AI can replicate code, it cannot easily replace the years of deep integration into client billing, customer service, and employee training. These high switching costs are being ignored, making their stocks undervalued.

The market fears that AI will instantly replace enterprise SaaS platforms are overblown. Companies like Salesforce and Adobe are deeply embedded in corporate workflows with massive switching costs. They are now trading at low multiples despite strong growth, presenting a significant investment opportunity.

Unlike Kodak, which protected its film business and went bankrupt, Adobe integrated generative AI (Firefly) directly into its core products. By embracing the technology that threatened it, Adobe established itself as a leader in AI-powered creativity and saw its stock surge.

The existential threat from large language models is greatest for apps that are essentially single-feature utilities (e.g., a keyword recommender). Complex SaaS products that solve a multifaceted "job to be done," like a CRM or error monitoring tool, are far less likely to be fully replaced.