{"uid":"cap_Sir1bWQvv3CQ-emSKKEPv","slug":"return-reason-taxonomy-prompt-template-3cba87bd","name":"Return Reason Taxonomy Prompt Template","description":"Return reason - Taxonomy prompt template: Taxonomy prompt template for Return reason. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded taxonomy prompt template deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-return-reason-prompt-template?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["damaged","wrong_item","unwanted","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"damaged sample document number 0 for this supplied dataset.","actual":"damaged"},{"id":"example-0-1","text":"damaged sample document number 1 for this supplied dataset.","actual":"damaged"},{"id":"example-0-2","text":"damaged sample document number 2 for this supplied dataset.","actual":"damaged"},{"id":"example-1-0","text":"wrong_item sample document number 0 for this supplied dataset.","actual":"wrong_item"},{"id":"example-1-1","text":"wrong_item sample document number 1 for this supplied dataset.","actual":"wrong_item"},{"id":"example-1-2","text":"wrong_item sample document number 2 for this supplied dataset.","actual":"wrong_item"},{"id":"example-2-0","text":"unwanted sample document number 0 for this supplied dataset.","actual":"unwanted"},{"id":"example-2-1","text":"unwanted sample document number 1 for this supplied dataset.","actual":"unwanted"},{"id":"example-2-2","text":"unwanted sample document number 2 for this supplied dataset.","actual":"unwanted"},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","actual":"other"},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","actual":"other"},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","actual":"other"}],"maxItems":200,"minItems":2}}},"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_vjTmsuRsW5Mw0XAwkTVoI","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":"Generates a taxonomy prompt template for classifying product return reasons (damaged, wrong_item, unwanted, other) from up to 200 labelled text records","exampleAgentPrompt":"Generate a taxonomy prompt template for classifying product return reasons using these 12 labelled records — some marked as damaged, wrong_item, unwanted, or other — so I can use the template to classify new returns with an LLM.","exampleUseCases":[{"title":"E-commerce returns classification pipeline","prompt":"I have 50 labelled customer return comments already tagged as damaged, wrong_item, unwanted, or other — can you generate a taxonomy prompt template I can drop into my LLM pipeline to classify new return submissions automatically?"},{"title":"Return reason audit tool setup","prompt":"We're auditing our return data and need a prompt template that captures our four return categories — damaged, wrong_item, unwanted, and other — based on 100 labelled examples I'll supply. Can you build that taxonomy prompt for us?"},{"title":"Training data prompt for small-team ML project","prompt":"Our small team is building a return-reason classifier but can't afford to fine-tune a model. Can you generate a taxonomy prompt template from our 30 labelled return records so we can use it with a foundation model instead?"}],"resultDescription":"A bounded taxonomy prompt template deliverable that encodes the return reason classification schema (damaged, wrong_item, unwanted, other) derived from the supplied labelled text records, suitable for use with an LLM or naive-Bayes baseline classifier.","failureModes":["Fewer than 2 records supplied — minimum minItems:2 not met","More than 200 records supplied — maxItems:200 exceeded","Missing required fields (id, text, actual) in one or more records","Invalid enum value for 'actual' field (must be damaged, wrong_item, unwanted, or other)","Record ID exceeds 80 characters or text exceeds 1000 characters","Payment of 0.01 USDC not provided or rejected"],"whenToPreferThis":"Choose this endpoint when you need a ready-made taxonomy prompt template for return reason classification (damaged, wrong_item, unwanted, other) grounded in your own labelled examples, without needing to train or host a model. Best when you have 2–200 labelled records and want a reusable prompt for LLM-based or naive-Bayes classification at minimal cost.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:56.949Z","isFirstParty":false,"canonicalSlug":"return-reason-taxonomy-prompt-template-3cba87bd"}