Label uncertainty
Show whether a proposal comes from a supported source or an AI estimate.
Branded assistants, product-data review and camera-assisted inputs designed around real business tasks.

An AI feature is useful only when it knows its role, has the right context and can hand work back to a person. Estimates must not quietly become verified business data.
Integrate assistants and review tools with a defined job: explain shipping, guide partner onboarding, suggest missing product dimensions or help structure parcel input.
Assistant workflow design, interface and tool integration, usage controls and acceptance boundaries across the owned products.
Workflow illustration based on the implemented product. Not an application screenshot.
Local interaction example · synthetic items · no AI call or store write.
Canvas pouch
AI estimate: 22 × 16 × 4 cm · 0.15 kgDesk notebook
AI estimate: 22 × 16 × 2 cm · 0.35 kgBoth proposals are waiting for review.
Show whether a proposal comes from a supported source or an AI estimate.
Paid-plan product batches and per-store usage limits define how much work runs.
Accepting a proposed product value is an explicit merchant action, individually or in a batch.
No accuracy percentage, universal source coverage or unrestricted autonomous operation is claimed. Manolis has an observed admin entry; its end-to-end behaviour was not re-tested for this portfolio.
Evidence reviewed for this portfolio in October 2026. Live services may change after capture.
Let’s scope the useful first version for your business, your users and your existing tools.