AI Marketing Stack Playbook

AI marketing programs tend to settle on the same layers, even as the tools inside them change. This playbook lays out those layers so you can plan your stack without starting from a blank page.

Pick one primary model for daily work and one secondary for redundancy and specific jobs: for example Claude for long-form writing, ChatGPT for structured workflows, and Gemini if you work in Google Workspace. Check each vendor's current plan pricing before you budget.

SEO: Surfer or Clearscope for content briefs and optimization. Ad copy: Jasper or Copy.ai for high-volume variant testing. Image generation: Midjourney or Ideogram for visuals. Transcription: Otter or Descript for meeting and podcast content. Automation: Zapier or Make for workflow connection. What you spend here depends on which of these jobs you run and how many seats you need, so price each tool against its current plan.

Prompt library management (Notion, PromptHub, or similar). Version control for voice guides and prompt templates. Performance tracking (Google Sheets, Looker, Tableau — start simple). Quality scoring (internal rubrics, not tool-based).

UTM parameters for traffic attribution. CRM fields for lead source tracking. Content performance dashboards (weekly review cadence). ROI reporting (monthly one-pagers to leadership).

Smallest workable team: one AI-fluent strategist, one editor, and specialist contractors when you need them. Larger teams add more editors, an automation engineer and an analyst. At enterprise scale, separate people own content, automation, paid media and measurement.

Days 1-30: foundation. Voice guide, prompt library, tool selection, team alignment. Days 31-60: pilot. Run one content category end-to-end with full workflow. Days 61-90: expansion. Roll out to 2-3 more categories, build measurement dashboards, establish steady state.

A common failure: leadership pulls resources before the pilot finishes. The workflow is still being debugged, the output looks mediocre, and the program is stopped before it gets a fair test. Give the pilot its full time before you judge it.