Marketing AI workflowsMarketing AI workflows by accountable job
Each record defines the accountable decision, evidence need, human control, material risks, and questions to resolve before choosing a tool or scaling a workflow.
Marketing AI workflowsAI can synthesize approved research, feedback, search, social, and CRM evidence into themes and questions. The CMO still needs to know the population, provenance, representation, and difference between observed behavior and generated interpretation.
Open decision record →Marketing AI workflowsGenerative tools can expand concepts and produce variants, but brand teams must preserve rights, provenance, approvals, accessibility, and the distinction between an exploration and a publishable asset.
Open decision record →Marketing AI workflowsAI can brief, draft, adapt, tag, route, and localize content within a governed workflow. The useful architecture connects source claims, approved language, asset rights, market rules, version history, and distribution status.
Open decision record →Marketing AI workflowsAI can support audience, budget, bid, and placement decisions inside advertising platforms. CMOs should ask which objective is optimized, what data enters the model, what controls remain available, and how incrementality will be evaluated.
Open decision record →Marketing AI workflowsAI can select or generate a next message when consent, identity, eligibility, channel rules, and frequency are enforced outside the model. The experience should include an explanation and fallback for high-impact or sensitive contexts.
Open decision record →Marketing AI workflowsAI can answer product questions, recommend options, and support shopping journeys when product, availability, policy, and claim data are authoritative. It should not invent specifications, prices, eligibility, or guarantees.
Open decision record →Marketing AI workflowsAI can query governed marketing data and draft performance narratives, but it cannot repair inconsistent definitions or turn correlation into incrementality. The CMO needs metric ownership, model assumptions, reconciliation, and uncertainty.
Open decision record →Marketing AI workflowsAI governance for marketing should cover generated claims, endorsements, likeness, voice, provenance, disclosure, and incident response. The strongest control is a reviewable record linking each asset to its source, approvals, distribution, and withdrawal path.
Open decision record →