{"uid":"cap_qVVV6osZrDQTsFYGU0jCh","slug":"inventory-count-shortfall-threshold-classification-20b9ef97","name":"Inventory Count Shortfall – Threshold Classification","description":"Inventory count shortfall - Threshold classification: Threshold classification for Inventory count shortfall. Supplied retail figures only, up to 200 records. No platform access, live rates or order execution. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded threshold classification report.","url":"https://market.datapackvibe.com/x402/assistant-ar-retail-count-shortfall-threshold?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["expected_units","counted_units"],"properties":{"counted_units":{"type":"number","default":97,"maximum":1000000000000,"minimum":0},"expected_units":{"type":"number","default":100,"maximum":1000000000000,"minimum":0}},"additionalProperties":false},"default":[{"counted_units":97,"expected_units":100},{"counted_units":106.7,"expected_units":110.00000000000001},{"counted_units":97,"expected_units":100},{"counted_units":106.7,"expected_units":110.00000000000001}],"maxItems":200,"minItems":2},"lower":{"type":"number","default":0,"maximum":1000000000000000000,"minimum":-1000000000000000000},"upper":{"type":"number","default":100,"maximum":1000000000000000000,"minimum":-1000000000000000000}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_oiKXOJuNw7M5lX4uRUix5","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Classifies inventory count shortfall values (expected minus counted units) into threshold-based categories for up to 200 retail records.","exampleAgentPrompt":"I have 8 inventory count records — each with an expected and an actual counted quantity — and I want to classify their shortfalls using a lower threshold of 5 and an upper threshold of 50. Can you run a threshold classification on them and tell me which ones fall inside and outside those bounds?","exampleUseCases":[{"title":"Retail shrinkage band classification","prompt":"I've done a physical count across 15 product lines and I need to classify each one's shortfall — expected minus counted — into bands: anything below 2 units missing is fine, anything above 20 is a red flag. Here are the expected and counted figures for each line. Can you classify them?"},{"title":"Warehouse audit threshold check","prompt":"Our warehouse audit just came back. I have 50 rows of expected vs counted pallet quantities and I want to know which ones have shortfalls outside our acceptable range of 0 to 100 units. Can you run the threshold classification for me?"},{"title":"Seasonal inventory discrepancy review","prompt":"After our end-of-season stocktake I have 120 SKU records with expected and counted units. Set the lower bound at -10 and upper bound at 30, and classify each shortfall so I can see which items are within tolerance and which are exceptions."}],"resultDescription":"A bounded threshold classification report for each submitted inventory record, indicating whether the shortfall (expected minus counted units) falls below the lower threshold, within the defined range, or above the upper threshold. Up to 200 records processed per call.","failureModes":["Fewer than 2 rows submitted — minimum item count not met","More than 200 rows submitted — maximum item count exceeded","Missing required fields (expected_units or counted_units) in any row — validation error","Non-numeric values for unit counts — schema rejection","Lower threshold greater than upper threshold — may produce unexpected classifications","Payment not processed — x402 payment required before response"],"whenToPreferThis":"Use this endpoint when you have retail inventory count data and need a fast, rules-based classification of shortfalls against custom lower and upper thresholds — particularly for batch retail audits of up to 200 records. Prefer this over a full analytics pipeline when you only need discrete threshold band labels rather than statistical summaries, trend lines, or live inventory system integration.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-25T06:59:02.919Z","isFirstParty":false,"canonicalSlug":"inventory-count-shortfall-threshold-classification-20b9ef97"}