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ai product strategy

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AI-Native SaaS

Evaluation Pipelines as the Real AI-Native SaaS Moat

Why evaluation infrastructure — the ability to systematically measure AI output quality — is the most defensible competitive advantage available to AI-native SaaS companies, and how to build evals that compound as a moat over time.

11 min read
AI-Native SaaS

Prompt Engineering as a Moat for AI-Native SaaS: Fact vs. Fiction

Why 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.

12 min read