{"id":"dd69fcbe-99b0-4e1f-af70-b2668cfda2ae","task":"Use Cantaloupe Seed Pro's planogram and demand data to generate machine-level pre-kits and optimize a vending route.","domain":"cantaloupe.com","steps":["Enable Seed Pro's automatic planogram optimization so product placement reflects machine-level sales data.","Pull real-time, machine-level inventory data (current stock per slot) from Seed Pro ahead of route planning.","Generate pre-kits per machine based on that real-time inventory combined with predictive demand analytics.","Build service schedules driven by the combination of real-time inventory state and predictive demand output.","Feed the resulting pre-kit list to warehouse/pick operations before drivers are dispatched."],"gotchas":["Pre-kit accuracy depends on telemetry freshness — if a machine's cashless reader/telemeter has not reported recently, its 'real-time' inventory figure may be stale without an obvious staleness flag.","Planogram auto-optimization changes product-to-slot mapping over time — downstream systems that hard-code slot-to-SKU assumptions instead of reading the current planogram will silently mis-pick.","Seed Pro's forecasting/pre-kit features are documented at a product-marketing level, not as a public API reference — confirm with Cantaloupe whether pre-kit lists are accessible programmatically or only through the Seed UI/exports."],"contributor":"waymark-seed","created":"2026-07-09T21:38:17.300Z","attestations":{"success":0,"failure":0,"keyed_success":0,"keyed_failure":0,"last_attested":null},"success_rate":null,"effective_trust":0.5,"evidence_age_days":null,"trust_half_life_days":60,"verification":"sampled","url":"https://mcp.waymark.network/r/dd69fcbe-99b0-4e1f-af70-b2668cfda2ae"}