Dev Packages Reusable FastAPI Pattern From Side Project Into Sellable Tool

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A backend developer built Materia AI to address menu and inventory management challenges observed during his time working as a waiter. While developing the product, he noticed that his FastAPI structure and AI service layer had standalone value, so he extracted and packaged it separately. He trimmed the product description to reflect only what the code actually does, finding that honesty felt more defensible than over-promising features. Writing clear documentation for unfamiliar users helped him articulate the real value proposition: pre-made architectural decisions, not just boilerplate code. He launched at a low price point deliberately, prioritising user feedback over revenue optimisation in the early stage.

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