5 articles
AI-Native SaaSWhy prompt engineering alone is not a durable competitive moat for AI-native SaaS companies, what actually creates defensibility in AI products, and how to build moats that compound over time instead of eroding with model improvements.
Competitive StrategyHow compliance certifications — SOC 2, HIPAA, FedRAMP, ISO 27001 — create switching costs, disqualify competitors, and justify premium pricing in SaaS. Includes the math of compliance investment vs. defensibility payoff and benchmarks from healthcare, fintech, and government verticals.
Competitive StrategyHow to determine when your SaaS company has reached the inflection point where investing in a proprietary data moat creates durable competitive advantage — and how to calculate whether the ROI justifies the build.
Competitive StrategyDomain expertise is one of the most frequently claimed and least rigorously examined SaaS competitive advantages. Here is how to distinguish genuine expertise moats from vanity claims — and how to translate real expertise into quantifiable product and go-to-market defensibility.
Competitive StrategyA rigorous framework for quantifying switching costs as competitive defense in vertical SaaS — covering implementation depth, data lock-in, workflow friction, and integration switching costs with actual benchmark formulas.