指标定义稽核代理

概览

价值

功能说明

• 读那些真正在跑的定义

  不是一份本该被填好的目录。真正的定义活在查询里，而且只活在那里。

• 找出「一个名字、几种含义」

  每个定义对它被搭建时的那个问题都是合理的。而它们一个都没被写下来。

• 以及「几个名字、一种含义」

  被分别维护的重复劳动，在悄悄地各自漂移。

• 点名真正造成差异的那一处

  一个过滤条件、一个日期口径、一条纳入规则。它会准确说出是哪一句让两个数字对不上。

• 预告哪些报表会打架

  于是会议是有准备的，而不是被带偏的。

• 不发布任何定义

  哪一个是对的，是一项业务决定，属于那些拥有这个指标的人。

这会改变什么

运行方式

该智能体通过 PROMIVO 运行时在服务器端运行。每次运行都会逐步记录，每次工具调用在执行前都会进行权限检查。

1. 1输入按智能体的输入结构进行校验
2. 2模型claude-opus-5，并自动回退
3. 3工具extract_structured_data
4. 4权限自动执行 READ 级操作；更高的等待你批准
5. 5输出符合输出结构的结构化结果
6. 6日志记录 token、耗时和每一个步骤

演示

演示数据Illustrative sample output, abridged.

{
  "metrics": []
}

{
  "noOwner": [
    "Four metrics feeding the board pack have no recorded owner, so nobody can reconcile them."
  ],
  "escalate": true,
  "disclaimer": "A reading of the definitions supplied. No query, model or dashboard has been changed, nothing was written to any system, no definition is stated to be correct or canonical, and equivalences marked apparent were not verified against data.",
  "escalationReason": "A metric in the board pack is computed three different ways, its revenue metric contains an unexplained hard-coded exclusion, and four board metrics have no owner.",
  "dateBasisConflicts": [
    "Revenue is recognised by invoice date in three reports and by service period in two. Same table, same filters, different date basis — invisible in a meeting and it moves the number every quarter end."
  ],
  "hardCodedOrAdjusted": [
    "The revenue metric excludes two named account identifiers in the WHERE clause. No comment explains why, and no reader of the dashboard can see it."
  ],
  "reportsThatWillDisagree": [
    "The board pack and the finance dashboard will report different active customer counts for the same month. Both are correct for their own definition."
  ],
  "sameNameDifferentMeaning": [
    {
      "name": "Active customers",
      "usedIn": [
        "Finance dashboard",
        "Product dashboard",
        "Monthly board pack"
      ],
      "variants": 3,
      "differences": [
        "Finance dashboard: any account with an invoice in the period, regardless of usage.",
        "Product dashboard: any account with a login in the last 30 days, regardless of billing.",
        "Board pack: any account with a live contract on the last day of the period."
      ],
      "likelyDivergence": "The three would differ most in a month with high churn and slow invoicing — exactly the month the number gets scrutinised."
    }
  ],
  "differentNamesSameMeaning": [
    "\"Monthly recurring revenue\" and \"Contracted monthly value\" compute identically. Two queries, two owners, maintained separately and already drifting."
  ],
  "appearsEquivalentUnverified": [
    "Two churn definitions appear to compute the same thing. They were not run against data, so this is reported as apparent rather than confirmed."
  ]
}

使用条件

使用场景

价格

常见问题

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客户运行过该智能体后，评价功能将开放。