Marketing decisions you can prove.
Real AOS calls — grounded in live data, with confidence and caveats shown.
Use cases
- Positioning Pet-supplies E-commerce
"What do you know about this client?" — and the answer was actually right
A pet-food e-commerce retailer asked AOS to recall everything it had stored about the account. The system returned an accurate summary of the real business — the holding company, the webshop domain, the product category, the platform — drawn from stored workspace context rather than invented. The grounding check that proves the rest of the system is standing on solid ground. Cost: $0.14.
- Brand Building Products
Re-running onboarding on a live client — and the safety guard held
A building-products company that was already fully onboarded had its onboarding deliberately re-run to test the write-guard. AOS detected the existing setup — a config with fourteen fields and fifty-three Drive files — did nothing destructive, and cleanly no-op'd. The safety property is the use case. Nearly free, at $0.05.
- Content Building Products
Turning a messy inbox of client material into a usable catalogue
A building-products company had AOS index its inbox and content into a structured catalogue — each file tagged with type, status, and key metadata — so later runs could actually use the material. The system catalogued the files correctly and managed token cost by writing the index in segments. Cataloguing works; arbitrary-upload intake remains an open gap.