{"uid":"cap_e0nVg1BlOr4oqShysK59y","slug":"tradepilotusa-label-taxonomy-generator-72f2ba29","name":"TradepilotUSA Label Taxonomy Generator","description":"Design a non-overlapping label taxonomy from supplied business examples, with definitions and ambiguous-case rules. Uses buyer-supplied information only; no external research or outbound actions. Returns a draft for human review.","url":"https://www.tradepilotusa.com/api/agent-commerce/v1/services/label_taxonomy/execute?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"brief":{"type":"string","maxLength":12000,"minLength":10},"audience":{"type":"string","maxLength":500},"source_text":{"type":"string","maxLength":32000,"minLength":20}}},"responseSchema":{"type":"json","example":{"task":"label_taxonomy","summary":"A clear, non-overlapping label taxonomy was designed for the residential door installation business using only the supplied fictional examples. Five labels cover service offerings, consultation schedu","artifact":"Illustrative excerpt from a synthetic provider check:\n## Non-Overlapping Label Taxonomy for Residential Door Installation Business\n\n### Labels and Definitions\n\n1. **Service Offering**\n   - Definition: Describes the core business services provided to customers.\n   - Example: \"Residential entry door installation in Dallas.\"\n\n2. **Consultation Scheduling**\n   - Definition: Activities and responsibilities related to arranging customer consultations.\n   - Example: \"Consultations are available Monday through Friday.\"\n   - Ambiguous Case Rule: If scheduli","provenance":{"source":"buyer_supplied","generated_at":"2026-09-22T14:42:40.842Z","external_research_performed":false},"request_id":"example_label_taxonomy","assumptions":["The business examples provided are representative of the main operational areas.","Consultation scheduling is distinct from installation activities."],"evidence_gaps":["Actual delay rates and final project budget figures are not supplied.","Detailed installation process steps beyond measurement confirmation are missing."],"requires_human_review":true}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.25","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":"$0.25/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_SNTbSnykTuDPcgLSfIpdu","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.25","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Generates a clear, non-overlapping label taxonomy from a source text and optional brief and audience description","exampleAgentPrompt":"I need a clean, non-overlapping label taxonomy for my residential HVAC service business — here's a sample of about 50 customer interaction records and service notes to work from. The audience is our internal ops team who will use these labels for CRM tagging.","exampleUseCases":[{"title":"CRM tagging schema for a service business","prompt":"Can you generate a label taxonomy for my plumbing company's CRM? The audience is our dispatchers and account managers. Here's a batch of 200 past customer notes and job records — I need clear, non-overlapping categories they can apply when logging interactions."},{"title":"ML training labels for support tickets","prompt":"I'm building a classifier for our customer support tickets and need a solid label taxonomy first. The audience is data scientists preparing training data. Here's the source text — about 5,000 raw support tickets from the last quarter."},{"title":"Content categories for a business blog","prompt":"Help me design a label taxonomy for organizing our business operations blog content. The audience is our editorial team. Here's the brief: we cover topics like invoicing, lead management, and workflow automation. Use the sample articles below as source text."}],"resultDescription":"Returns a structured JSON object containing the task name, a summary of the taxonomy, a detailed artifact with labeled categories and definitions including example phrases and ambiguous-case rules, a provenance block indicating data source and generation timestamp, a unique request ID, a list of assumptions made, identified evidence gaps, and a flag indicating whether human review is recommended.","failureModes":["source_text too short (below 20 characters) returns validation error","brief exceeds 12,000 character limit causes rejection","source_text exceeds 32,000 character limit causes rejection","vague or contradictory source text may produce overlapping or poorly defined labels","missing audience may result in taxonomy not tailored to intended users","payment failure or insufficient USDC balance returns 402"],"whenToPreferThis":"Choose this endpoint when you need to automatically derive a structured, non-overlapping label or tagging taxonomy from an existing body of text — particularly useful before building classifiers, organizing CRM data, or standardizing content categories. It is distinct from simple keyword extraction or sentiment analysis; it produces a full taxonomy with definitions and example rules, not just tags. Prefer it over manual taxonomy design when you have representative source text available and need a consistent, defensible label schema fast.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-02T06:48:34.455Z","isFirstParty":false,"canonicalSlug":"tradepilotusa-label-taxonomy-generator-72f2ba29"}