Many AI application companies are operating with unsustainable negative gross margins due to high API costs.
The only durable moat for AI startups in the current market is speed of execution, which is difficult to maintain.
The extreme level of competition in "battleground" AI spaces like code generation and enterprise knowledge discovery.
Opportunities Identified
The massive potential for value creation driven by AI tailwinds, attracting a new wave of high-caliber founders.
The expectation that AI model costs will decrease 10x annually, unlocking new and more complex use cases.
Investing in AI-native tools that are fundamentally reshaping major industries, such as medical documentation (Ambience) and developer productivity (Windsurf).