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Live-commerce sales comparison

Compare monthly atomic sales metrics by the normalized live-commerce indicator.

Document ID: agent.dataset.tmall.task.live_sales_comparison

Authenticated runtime tools and each query response are authoritative for tenant scope and current data coverage.

This is an MCP query composition, not a complete business report; see Research Methods in the Agent Docs for complete workflows.

Required inputs

timeRequired · user_required

Analysis time range

Execution steps

1
query_live_groups · query_metrics
Group sales by live-commerce status.
Request contract
metrics: gmv, unitsgroup_by: is_livetime: $time

Call example

Replace example values with exact user inputs or platform values returned by search_values.

query_metrics

{
  "dataset": "tmall",
  "group_by": [
    "is_live"
  ],
  "metrics": [
    "gmv",
    "units"
  ],
  "task_query": "使用 tmall 数据执行直播商品销售比较；time={\"last_complete_months\":3}",
  "time": {
    "last_complete_months": 3
  }
}

Output policy

Show every returned group and label null as unknown.

Stop conditions

Stop if the requested time range is missing.

Limitations

A single observed value is coverage evidence, not a causal comparison.