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Amazon Customer Feedback Topic Trend Prioritizer

Turn six months of feedback topics into one focused investigation queue.

Amazon US

Included in the $9.00 Shelf Kit

Agent/API — $0.50
Review-first
Every output stays a draft. No credentials
No seller-account login required. Private delivery
Inputs expire after 24 hours. Clear recourse
Digital-service refund policy.

What you receive

  • Negative topic queue with latest share, monthly change, acceleration, and six-month change
  • Transparent priority score using only supplied aggregate topic metrics
  • Positive themes kept in a separate preserve list instead of treated as problems
  • ASIN summaries naming the highest-priority negative and positive topic
  • Fixed review notes that prohibit defect inference and reviewer contact

Who it is for

Amazon sellers, brands, agencies, and product teams comparing aggregate Customer Feedback topic trends across ASINs before a human investigates product, packaging, or listing evidence.

Delivery: usually a structured result, workbook, or ZIP depending on the tool.

How it stays safe

Friday calculates only from the ASIN, Amazon-supplied aggregate topic and sentiment, six monthly occurrence percentages, and signed star-rating impact you supply. The schema accepts no review text, reviewer identity, order data, buyer messages, or customer content. It reads no Amazon account and verifies no field. A rising negative topic does not prove a product defect, listing cause, policy issue, or future rating outcome. Friday does not publish listings and never contacts a reviewer, requests or incentivizes a review, edits a listing, changes a product, or modifies a seller account. A human must investigate seller-controlled evidence before acting.

Synthetic sample

See the deliverable structure before buying

{
  "negative_topic_count": 4,
  "positive_topic_count": 2,
  "accelerating_negative_count": 3,
  "star_impact_negative_count": 3,
  "rising_negative_count": 3,
  "falling_negative_count": 1,
  "negative_review_queue_preview": [
    {
      "rank": 1,
      "asin": "B0NORTH001",
      "topic": "lid leakage",
      "latest_occurrence_percent": 24.0,
      "month_over_month_change_points": 5.0,
      "acceleration_points": 2.0,
      "star_rating_impact": -0.4,
      "priority_score": 35.0
    },
    {
      "rank": 2,
      "asin": "B0NORTH001",
      "topic": "lid hard to clean",
      "latest_occurrence_percent": 15.0,
      "acceleration_points": 1.0,
      "priority_score": 21.0
    },
    {
      "rank": 3,
      "asin": "B0NORTH002",
      "topic": "packaging dents",
      "latest_occurrence_percent": 10.0,
      "acceleration_points": 2.0,
      "priority_score": 17.0
    }
  ],
  "positive_topics_to_preserve_preview": [
    {
      "rank": 1,
      "asin": "B0NORTH001",
      "topic": "keeps drinks cold",
      "latest_occurrence_percent": 28.0,
      "star_rating_impact": 0.5,
      "priority_score": 33.0
    }
  ],
  "publish_status": "draft_needs_review",
  "safety": "Aggregate seller-supplied topic math only. No review text or reviewer identity is accepted; no defect, cause, or rating outcome is claimed; no reviewer is contacted and no listing or account is changed."
}

This sample uses synthetic facts. Your output is generated only from the facts you submit.

Agent API and x402 details

POST /v1/amazon/customer-feedback/topic-trend-prioritization

Exact x402 price: $0.50. Use the public OpenAPI schema and Base USDC payment flow. The response returns a private job URL and temporary token.

Open the API documentation →

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