Clouded Judgement: The Year of Multi-Modal AI and SaaS Valuation Analysis

The article argues that 2026 will be the inflection year for multi-modal AI as model quality, inference economics, and real-world data streams converge to make always-on AI perception viable beyond text interfaces. It also provides detailed SaaS valuation multiples analysis showing median EV/NTM revenue of 4.5x across the sector, with high-growth companies trading at 13.0x and demonstrating the correlation between growth rates and valuation premiums.