{
  "plan": "amazon-market-controlled-plan-v2.3",
  "keyword": "back to school supplies / school supplies",
  "marketplace": "US",
  "latestCompleteMonth": "202606",
  "nodeIdPath": "1064954:1069242",
  "nodeLabelPath": "Office Products:Office & School Supplies",
  "generatedAt": "2026-08-01T01:00:00+08:00",
  "audit": {
    "recordedCalls": 29,
    "countedCallsExcludingNodeConfirmation": 27,
    "successfulResponses": 29,
    "dataGapResponses": 2,
    "note": "traffic_keyword returned null payload for B0FPQMNM56 in 202606 and 202607, so traffic-line recommendations are based on keyword research and ASIN sales trend instead."
  },
  "callsByTool": [
    {"tool":"product_node","calls":2,"counted":false,"purpose":"202607 availability probe and 202606 category confirmation"},
    {"tool":"market_research_statistics","calls":12,"counted":true,"purpose":"12-month category market size and new-product trend"},
    {"tool":"market_product_concentration","calls":1,"counted":true,"purpose":"202606 TOP100 product pool"},
    {"tool":"market_brand_concentration","calls":1,"counted":true,"purpose":"202606 brand concentration"},
    {"tool":"market_seller_concentration","calls":1,"counted":true,"purpose":"202606 seller concentration"},
    {"tool":"keyword_research","calls":2,"counted":true,"purpose":"school supplies and back to school keyword metrics"},
    {"tool":"keyword_research_trends","calls":1,"counted":true,"purpose":"back to school seasonality"},
    {"tool":"keyword_miner","calls":1,"counted":true,"purpose":"school supplies related keyword mining"},
    {"tool":"asin_prediction","calls":3,"counted":true,"purpose":"representative ASIN monthly sales and price trend"},
    {"tool":"review","calls":3,"counted":true,"purpose":"representative ASIN VOC samples"},
    {"tool":"traffic_keyword","calls":2,"counted":true,"purpose":"representative ASIN traffic keyword probe; returned null"}
  ],
  "importantRequests": [
    {"tool":"product_node","params":"keyword=back to school supplies, marketplace=US, month=202607","result":"OK, data=[]"},
    {"tool":"product_node","params":"keyword=school supplies, marketplace=US, month=202606","result":"selected node 1064954:1069242"},
    {"tool":"market_research_statistics","params":"nodeIdPath=1064954:1069242, marketplace=US, month=202507-202606, topN=100, newProduct=6","result":"12 monthly snapshots"},
    {"tool":"market_product_concentration","params":"month=202606, topN=100","result":"TOP product pool; visible page uses representative TOP30+subset"},
    {"tool":"asin_prediction","params":"ASIN=B0FPQMNM56, B0C61VLZ3N, B0DBQB9K3V","result":"monthly trend available"},
    {"tool":"review","params":"ASIN=B0FPQMNM56, B0C61VLZ3N, B0DBQB9K3V, page=1, size=10","result":"VOC sample available"}
  ]
}