TradepilotUSA Sentiment Analysis 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).
Analyzes the sentiment of a provided text, returning a topic breakdown, sentiment summary, assumptions, evidence gaps, and a human-review flag.
Analyze supplied customer-feedback text by topic and expressed sentiment; do not infer personal traits. Uses buyer-supplied information only; no external research or outbound actions. Returns a draft for human review.
Returns a JSON object containing: a task label, a plain-language sentiment summary, a detailed artifact with topics identified and their associated sentiment, a list of assumptions made, evidence gaps flagged, a provenance block (source, timestamp, whether external research was used), a request ID, and a boolean flag indicating whether human review is recommended.
POSThttps://www.tradepilotusa.com/api/agent-commerce/v1/services/sentiment_analysis/execute?utm_source=zero.xyzChoose this endpoint when you need structured sentiment analysis with topic decomposition, assumption tracking, and evidence gap identification — particularly useful in business operations contexts (customer feedback, support tickets, employee surveys) where auditability and human-review flagging matter. Prefer this over generic NLP APIs if you need the full analytical artifact with provenance metadata rather than just a sentiment label.
| Field | Type | Description |
|---|---|---|
| brief | string | |
| audience | string | |
| source_text | string |
{
"type": "json",
"example": {
"task": "sentiment_analysis",
"summary": "The feedback details operational procedures for residential door installation, focusing on consultation scheduling and measurement confirmation. A concern about appointment delays is noted, with a mee",
"artifact": "Illustrative excerpt from a synthetic provider check:\n## Customer Feedback Analysis by Topic and Sentiment\n\n### Topics Identified\n1. **Service Offering**\n - Residential entry door installation in Dallas.\n - Consultations available Monday through Friday.\n\n2. **Operations and Scheduling**\n - Consultation scheduling managed by the operations manager.\n - Installation crew confirms measurements prior to final quoting.\n\n3. **Project Management and Delays**\n - Upcoming meeting to review appointment delays.\n - Current delay rates and final proj",
"provenance": {
"source": "buyer_supplied",
"generated_at": "2026-09-22T14:42:36.270Z",
"external_research_performed": false
},
"request_id": "example_sentiment_analysis",
"assumptions": [
"The operations manager has access to detailed scheduling notes relevant to appointment delays.",
"Appointment delays are significant enough to warrant a dedicated meeting."
],
"evidence_gaps": [
"Quantitative data on current appointment delay rates.",
"Final project budget figures."
],
"requires_human_review": true
}
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