Technical implementation
Multimodal GPT-5.6 extraction, strict schemas, deterministic optimisation, signed evidence and approval hashes.
TWO-MINUTE JUDGING PATH
See the evidence, authority, and business decision.
KasiStock AI helps a small retailer turn shelf images, supplier catalogues, and recent sales into an explainable purchase order that never exceeds the available cash budget.
Prepared outcomeR1,399.10 approvedR100.90 remains from a R1,500 budget
RECOMMENDED PATH
Three steps, one authority chain
- 1
Review evidence
Load prepared shelf and supplier evidence, inspect uncertainty, and accept it.
Open evidence workspace - 2
Build the decision
Confirm product identities, calculate demand, and optimise the R1,500 basket.
Open decision engine - 3
Approve supplier orders
Lock the draft, approve explicitly, and download signed supplier purchase orders.
Preview approved result
JUDGING SIGNALS
Why the implementation is defensible
Design and UX
A guided evidence → verification → decision → approval workflow with no sign-up required.
Potential impact
Helps cash-constrained small retailers allocate working capital and reduce avoidable stock-outs.
Quality of idea
Combines messy retail evidence with human authority and reproducible financial decisions.