> ## Documentation Index
> Fetch the complete documentation index at: https://docs.spineworkspace.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Finance & RevOps AI Flow: Twin Decision Loop

> The AI decision loop for Finance and RevOps: how Twin moves from observation to governed action through context assembly and delegation.

The AI Flow in Finance and RevOps is the loop Twin follows when processing financial events. It aligns to the standard OODA-inspired sequence, adapted to revenue operations and financial close work.

<Steps>
  <Step title="Observe">
    Twin monitors event streams from Stripe, QuickBooks, Chargebee, NetSuite, Salesforce, and HubSpot for invoice changes, payments, subscription events, and pipeline updates.
  </Step>

  <Step title="Orient">
    Twin classifies the event by financial entity, urgency, and close calendar impact. It tags it as invoice, payment, renewal, reconciliation, or forecast signal.
  </Step>

  <Step title="Context Assembly">
    Twin resolves the customer, contract, subscription, and invoice, and assembles a contextual dossier from the Spine Fabric.
  </Step>

  <Step title="Reason">
    Twin evaluates against revenue recognition rules, close policies, and historical patterns. It identifies anomalies, variances, and risks.
  </Step>

  <Step title="Discover">
    Twin queries for missing context: open opportunities, prior payments, recognition schedules, or related exceptions.
  </Step>

  <Step title="Delegate">
    Twin routes the assembled dossier to the appropriate human or agent with a recommended action.
  </Step>

  <Step title="Collaborate">
    Twin supports back-and-forth refinement: answering questions, adding evidence, or adjusting the recommendation based on human input.
  </Step>

  <Step title="Decide">
    The human or pre-authorized agent confirms the action. Twin records the decision rationale.
  </Step>

  <Step title="Act">
    Twin invokes the governed capability, writes to the source system, and generates a receipt.
  </Step>

  <Step title="Continue">
    Twin updates continuity state so the next session or handoff retains full context.
  </Step>
</Steps>

**Related**

* [Overview](/internal-docs/domains/finance-revops/index)
* [AI Workbench](/internal-docs/domains/finance-revops/ai-workbench)
* [Agents](/internal-docs/domains/finance-revops/agents)
* [Execution Flow](/internal-docs/domains/finance-revops/execution-flow)
* [How It Works: Continuity](/how-it-works/continuity)


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