New homeowner with well water system can't identify which filter needs changing and lacks reliable guidance on maintenance and upgrades.

Generate a build spec

User stories, data model, API surface and a two-to-four week MVP cut — grounded in what these 1 reports actually said. Markdown you can paste into a coding agent.