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TradepilotUSA Label Taxonomy Generator
x402
TradepilotUSA Label Taxonomy Generator is a paid API for AI agents from www.tradepilotusa.com, paid per call via x402, $0.25/call, status unknown (last checked 2026-10-02).
Generates a clear, non-overlapping label taxonomy from a source text and optional brief and audience description
Price / call$0.25
Success—
StatusUnknown
How this service works
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.
Output
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.
Example use cases
CRM tagging schema for a service business
“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.”
ML training labels for support tickets
“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.”
Content categories for a business blog
“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.”
Technical details
Endpoint
POSThttps://www.tradepilotusa.com/api/agent-commerce/v1/services/label_taxonomy/execute?utm_source=zero.xyzWhen to prefer
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.
Side effects
- 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
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| brief | string | |
| audience | string | |
| source_text | string |
Output
Schema · Response
{
"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
}
}Tags
x402
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