Assisted reporting question desk (L2)

Leaders ask their reporting questions in one channel. RevOps answers with the number, the definition used, and the source, assisted by a saved prompt. It kills the analyst interruption cycle and the metric definition drift.

WORKFLOW1Publish the metric dictio…aryLooker2Answer with definition an… sourceClaude3Route repeats into the da…hboardLooker4Escalate definition confl…ctsSlack
4 steps, in order, with the tool that owns each one.
Adoption ladderSix levels from Starter to Rebuilt. This item sits at level 2.L1 StarterOne tool, no workflow changeL2 AssistedAI drafts, humans approveL3 IntegratedWired into CRM and SlackL4 OrchestratedMulti-step, owned, measuredL5 AutonomousAgent runs, human auditsL6 RebuiltThe process itself changes
This playbook belongs at L2 Assisted. Running it above your level is how pilots stall.
Measures of successquestions answered in channel; repeat question rate; metric definition disputesPROVE IT WORKEDquestions answered in channelrepeat question ratemetric definition disputes

The steps

  1. 01

    Publish the metric dictionary

    Tool: Looker

    Every metric with a single written definition and owner. Most reporting disputes are definition disputes wearing a data costume. Owner: RevOps lead. DoD: top twenty metrics defined with owners.

  2. 02

    Answer with definition and source

    Tool: Claude

    Format is number, definition used, source report, as of date. Never a bare number, which is how two teams end up quoting different truths. Owner: RevOps analyst. DoD: format enforced on every answer.

  3. 03

    Route repeats into the dashboard

    Tool: Looker

    A question asked three times becomes a dashboard tile. Track repeats deliberately rather than answering forever. Pitfall: dashboards built on requests nobody repeats. DoD: repeat log reviewed monthly.

  4. 04

    Escalate definition conflicts

    Tool: Slack

    When two definitions collide, the metric owner decides within a week and the dictionary is updated with a dated change note. Owner: metric owner. DoD: conflicts resolved with a dated entry.

Tools in this playbook

Next playbooks

Unfamiliar terms are defined in the AI and Revenue Dictionary. Related frameworks live in the framework library.

Share this playbook

Posting to Instagram or TikTok? Copy the link, it carries the title, summary and share image.

Arrives weekly by email. Free. Unsubscribe anytime. By subscribing you agree to our Privacy policy and Terms. We never sell or share the list.