A transparent 17:00 triage screen for store teams. It highlights ingredients that remain above even the strongest comparable recent evening demand, then presents evidence for a human decision.
Download structured review JSONA high-priority flag appears only when remaining portions still exceed the highest evening demand observed in the comparison shifts by both the volume and share thresholds.
Manager check: validate live orders, walk-in demand and food-safety constraints before deciding whether any intervention is appropriate.
Manager check: validate live orders, walk-in demand and food-safety constraints before deciding whether any intervention is appropriate.
| Store | Component | Remaining at 17:00 | Recent mean demand | Highest recent demand | Conservative floor vs baseline | Status |
|---|---|---|---|---|---|---|
| Demo Store A | Chicken | 30 | 15.85 shifts | 17 | 13.0 | High priority |
| Demo Store A | Guacamole | 16 | 7.65 shifts | 8 | 8.0 | High priority |
| Demo Store B | Rice | 33 | 24.85 shifts | 26 | 7.0 | Monitor |
| Demo Store B | Guacamole | 12 | 9.05 shifts | 10 | 2.0 | Low |
| Demo Store B | Chicken | 21 | 19.05 shifts | 20 | 1.0 | Low |
| Demo Store C | Chicken | 20 | 17.85 shifts | 19 | 1.0 | Low |
| Demo Store C | Guacamole | 10 | 8.45 shifts | 9 | 1.0 | Low |
| Demo Store C | Rice | 23 | 20.85 shifts | 22 | 1.0 | Low |
| Demo Store A | Rice | 22 | 20.45 shifts | 22 | 0.0 | Low |
Python validates the snapshot and calculates every flag from visible comparison data. No model assigns risk.
The same results are emitted as JSON for a future BI, Qlik Cloud or MCP-connected workflow.
An LLM may rewrite manager-facing narrative only after classification, with required human-decision guardrails.
Demo Store A: review possible surplus for chicken and guacamole before close. Chicken: 30 portions remain, highest demand across 5 recent comparison evenings is 17, leaving a conservative surplus floor of 13.0; Guacamole: 16 portions remain, highest demand across 5 recent comparison evenings is 8, leaving a conservative surplus floor of 8.0. Before acting, check live orders, in-store demand and food-safety constraints. Any surplus listing remains a manager decision.
Demo Store B: no high-risk flag, but monitor rice. Rice: 33 portions remain, highest demand across 5 recent comparison evenings is 26, leaving a conservative surplus floor of 7.0. Before acting, check live orders, in-store demand and food-safety constraints. Any surplus listing remains a manager decision.
Demo Store C: no material surplus flag at the 17:00 checkpoint. Before acting, check live orders, in-store demand and food-safety constraints. Any surplus listing remains a manager decision.