Spatial OS turns Home Assistant outcomes into inspectable policies, shadow simulations and verified device actions. Try a complete virtual home with no hardware, then connect Home Assistant for the Founding Beta. Natural language never talks to hardware directly: every action is grounded in room and device context, compiled into typed policy, reviewed before execution and verified against observed state.
I am testing a read-only inventory decision workflow for small Shopify stores, and the hardest problem is not calculating a stockout date it is making the recommendation credible enough for a merchant to change a real purchase order.
The current explanation shows sales velocity, supplier lead time, safety stock, incoming inventory, MOQ rounding, estimated revenue at risk and cash required. It never places an order or edits inventory.
If you manage inventory, which evidence would you need before trusting a reorder recommendation? And which signal would make you ignore it immediately?
ListingPilot turns messy supplier spreadsheets into review-ready listing packs for Shopify, Etsy, Amazon and eBay. It detects duplicate SKUs, rebuilds Color × Size variant groups, flags missing attributes and mismatched image filenames, suggests category normalization, checks margins and separates blocked rows from import-ready exports. Safe fixes never invent missing product facts, and all processing stays in the browser.
