{"uid":"cap_eJyJ6bXrzws1zdrNhjC0U","slug":"review-aspect-taxonomy-prompt-template-generator-f41de2a0","name":"Review Aspect Taxonomy Prompt Template Generator","description":"Review aspect - Taxonomy prompt template: Taxonomy prompt template for Review aspect. 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-review-aspect-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":["performance","appearance","value","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"performance sample document number 0 for this supplied dataset.","actual":"performance"},{"id":"example-0-1","text":"performance sample document number 1 for this supplied dataset.","actual":"performance"},{"id":"example-0-2","text":"performance sample document number 2 for this supplied dataset.","actual":"performance"},{"id":"example-1-0","text":"appearance sample document number 0 for this supplied dataset.","actual":"appearance"},{"id":"example-1-1","text":"appearance sample document number 1 for this supplied dataset.","actual":"appearance"},{"id":"example-1-2","text":"appearance sample document number 2 for this supplied dataset.","actual":"appearance"},{"id":"example-2-0","text":"value sample document number 0 for this supplied dataset.","actual":"value"},{"id":"example-2-1","text":"value sample document number 1 for this supplied dataset.","actual":"value"},{"id":"example-2-2","text":"value sample document number 2 for this supplied dataset.","actual":"value"},{"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_T8OEbILIT6B7POEFlXjsF","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 review text into aspects (performance, appearance, value, other) using up to 200 labelled training records.","exampleAgentPrompt":"I have 12 labelled product reviews — 3 each for performance, appearance, value, and other — and I want you to generate a taxonomy prompt template I can use to classify new reviews by aspect. Here are the records: [{\"id\":\"r1\",\"text\":\"The battery lasts all day, impressive\",\"actual\":\"performance\"},{\"id\":\"r2\",\"text\":\"The color is stunning\",\"actual\":\"appearance\"},{\"id\":\"r3\",\"text\":\"Great price for what you get\",\"actual\":\"value\"},{\"id\":\"r4\",\"text\":\"Came with a free case\",\"actual\":\"other\"}].","exampleUseCases":[{"title":"Product review classifier prompt builder","prompt":"I have 20 labelled customer reviews split across performance, appearance, value, and other aspects — can you generate a taxonomy prompt template I can feed into an LLM to classify new reviews? Here are the labelled records as JSON."},{"title":"E-commerce feedback triage tool","prompt":"We're building a review triage system and need a prompt template that sorts incoming reviews into performance, appearance, value, or other. I have 50 annotated examples across those four categories — please generate the prompt template from them."},{"title":"QA dataset prompt scaffolding","prompt":"I'm evaluating a small review dataset with 30 labelled examples — 8 performance, 9 appearance, 7 value, 6 other — and I need a taxonomy prompt template generated so I can test an LLM classifier against my baseline."}],"resultDescription":"A bounded taxonomy prompt template deliverable suitable for use as a few-shot classification prompt, covering the four review aspect categories (performance, appearance, value, other), constructed from the supplied labelled records. Includes local dataset tooling context but no hosted model or foundation-model training component.","failureModes":["Fewer than 2 records supplied — minItems validation failure","Records missing required fields (id, text, actual) — schema validation error","Text exceeds 1000 characters per record — field length violation","More than 200 records supplied — maxItems validation failure","Invalid aspect label used (not one of performance, appearance, value, other) — enum validation error","Payment not completed via x402 protocol — 402 Payment Required response"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, low-cost ($0.01 USDC) prompt template for review aspect classification using a small set of labelled examples (up to 200), without requiring a hosted model or foundation-model fine-tuning. It is ideal for bootstrapping a classification prompt from your own annotated data across the four standard review aspects (performance, appearance, value, other).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:47:41.645Z","isFirstParty":false,"canonicalSlug":"review-aspect-taxonomy-prompt-template-generator-f41de2a0"}