> ## 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.

# Marketing AI Flow: How Twin Thinks Through Campaigns

> The ten-step AI path in Marketing: how Twin observes performance changes, assembles campaign context, reasons, discovers gaps, and proposes governed actions.

The Marketing AI flow is the internal loop Twin runs for every campaign, content asset, and funnel alert. It adds context assembly, multi-agent delegation, and continuity to the classic OODA cycle. Understanding this flow explains why Twin proposes certain optimizations.

<Steps>
  <Step title="Observe">
    Twin monitors campaign spend, engagement, lead flow, and content status across HubSpot, Marketo, Google Analytics, and LinkedIn Ads.
  </Step>

  <Step title="Orient">
    It maps each signal to the relevant campaign, audience segment, content asset, and funnel stage.
  </Step>

  <Step title="Context Assembly">
    Twin pulls performance metrics, lead quality scores, content engagement, and historical benchmarks into a unified campaign context.
  </Step>

  <Step title="Reason">
    It evaluates campaign health against goals, budget pacing, and historical performance curves.
  </Step>

  <Step title="Discover">
    Twin identifies anomalies such as a sudden CTR drop, a stalled content asset, or an audience overlap conflict.
  </Step>

  <Step title="Delegate">
    Specialized tasks route to domain agents: budget optimization to Campaign Agent, content gaps to Content Agent.
  </Step>

  <Step title="Collaborate">
    Agents return findings. Twin synthesizes a coherent set of recommendations for you.
  </Step>

  <Step title="Decide">
    Twin presents ranked suggestions with evidence. You choose to act, modify, or skip.
  </Step>

  <Step title="Act">
    Upon approval, Twin invokes a governed capability such as `campaign.ad_spend.adjust` or `content.review.nudge`.
  </Step>

  <Step title="Continue">
    The action receipt, new state, and context persist. Twin continues monitoring the campaign.
  </Step>
</Steps>

## Related

* [AI Workbench](/internal-docs/domains/marketing/ai-workbench)
* [Agents](/internal-docs/domains/marketing/agents)
* [Execution Flow](/internal-docs/domains/marketing/execution-flow)
* [Spine Agent Network](/agents/spine-agent-network)


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