You've got at least one SaaS tool your team complains about and you've been meaning to replace. Vibe coding has made it cheap enough to run a proper experiment — here's how to find out if your worst offender is simpler than it looks.
Most businesses calling themselves AI-native are at level one of four. The gap between levels is the difference between accumulating tools and building something that compounds.
Using AI everywhere isn't a strategy any more than not using it is. The businesses getting it right know exactly where variability lives — and how quickly they can move downstream into something predictable.
AI will tell you the answer whether it knows it or not. Understanding the structural blind spots — the things it genuinely can't know — is the difference between using AI well and being misled by it.