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David Marshall

Domain expertise is the new engineering degree.

Production AI built by someone who knows the problem, not just the language.

See the Evidence
333x AVN Detection Cost reduction with zero false positives. Built without an engineering team. See the evidence → Local-First Charlie Mike Local GPU voice-to-text. Sub-2s transcription, zero cloud dependency, privacy by default. Try it → 800+ Enterprise AI Adoption Leading AI transformation across an 800+ person org. Framework, training, change management. See the strategy → AI-Native Nadine Luxury Real Estate Production AI-native site for a luxury RE expert. Built with the domain expert, not for them. See the build →

88% of companies are using AI. Only 6% see meaningful impact. The bottleneck isn't the technology — it's organizational permission structures and the false belief that only engineers can build.

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Build a Website with AI, Without Pretending to Be a Developer

A practical field guide and reusable interview prompt for nontechnical builders who want to make something real with AI.

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