MalleableMalleable
All customer onboarding examples

Account brief before every reply

Pulls CRM, billing, ticket and Slack context into a short brief before anyone replies, and asks the account owner to confirm any sensitive next step.

The operation

Live example

Starts when

Customer thread, meeting, or escalated ticket
Agent

Identify Customer

Resolve sender, account, product, subscription, and owner.

Collect Signals

Pull billing events, open tickets, notes, mentions, and recent activity.

Summarize Risk

Write concise brief with source-linked risks and recommended next action.

risk found

← Summarize Risk

Owner Review

Ask owner to confirm sensitive recommendations or customer-risk actions.

Step by step

  1. 1Identify Customer: Resolve sender, account, product, subscription, and owner.
  2. 2Collect Signals: Pull billing events, open tickets, notes, mentions, and recent activity.
  3. 3Summarize Risk: Write concise brief with source-linked risks and recommended next action.
  4. 4Owner Review: Ask owner to confirm sensitive recommendations or customer-risk actions.

What the team gets

  • Customer owner gets instant context
  • High-risk accounts are flagged
  • Source facts stay attached

Apps it uses

  • HubSpot
  • Stripe
  • Notion
  • Slack

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