7 articles
RetentionHow customer prompts, system instructions, and prompt libraries accumulated in AI-native SaaS platforms create switching costs and lock-in dynamics — and what this means for both vendor retention strategy and buyer procurement strategy.
RetentionHow fine-tuned models in AI-native SaaS create a uniquely durable form of customer lock-in — and the strategic decisions vendors and buyers face as fine-tuning becomes a standard enterprise AI deployment pattern.
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.
Platform StrategyWhen and why a SaaS company should bet on becoming a platform versus staying a focused product, and what the transition costs look like in practice. A practitioner's framework for evaluating the four conditions that justify the platform bet.
Competitive StrategyHow vertical SaaS companies defend their market position when Salesforce, HubSpot, Microsoft, or Google expands into their space — covering depth vs. breadth tradeoffs, switching cost engineering, ecosystem building, and the decision framework for competing vs. complementing.
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.
Competitive StrategyHow SaaS companies build and sustain competitive moats through data network effects, switching costs, workflow lock-in, ecosystem control, and brand authority — with metrics, failure modes, and a moat audit framework.