AI Marketing Playbook 2026: Workflows, Templates, QA
AI Marketing Playbook 2026
AI is leverage when it is systemized. Treat it as a production line: inputs, templates, variants, curation, QA, shipping. This playbook details copy, creative and analytics flows that teams actually use.
Copy workflow
- Brief (goal, ICP, offer, tone).
- Prompt templates with 2–3 winning examples each.
- Generate 3–5 variants; human curation.
- Light QA: facts, claims, compliance, voice.
- Log winners; reuse as references.
Creative workflow
Hooks library → storyboard → shot list → first cut → subtitles → proof overlays → CTA.
Analytics workflow
Weekly GA4/ads summary: spend, CPA, creative winners, quality signals, next tests. If a metric doesn’t change a decision, drop it.
Guardrails
- No vague adjectives without proof.
- Ban hallucinated benchmarks; cite sources or drop the claim.
- Keep offer language identical across ad, LP, email.
Templates
Include headline matrices, hook starters, CTA verbs, and objection handlers. Version them like code.