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mAI Current Thinking
AI marketing systems, evidence and implementation
Research, analysis and practical guidance on the AI Marketing OS, AI Marketing Brain, Human Command, governance, GEO, measurement and the operating decisions behind applied AI marketing.
Use the articles to go deeper on specific problems while keeping the broader mAI Framework, architecture and evidence model in view.
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AI Adoption Roadmap for Marketing: Audit, Prioritize, Govern, Measure
April 22, 2024
3 min
Editor’s note, updated September 2026: AI adoption works best as a portfolio of governed workflows rather than a tool-buying exercise. Start with an audit, prioritize use cases by value and risk, define Human Command, instrument KPIs, then optimize against Productivity + Precision.

The CMO’s Guide to AI Marketing: Orchestration, Governance and P²
April 17, 2024
2 min
Editor’s note, updated September 2026: The CMO’s AI mandate is increasingly about orchestration rather than tool adoption. The mAI Framework connects strategy, execution, measurement and optimization while keeping material brand, audience, budget and data-use decisions under Human Command.

Eclipsing the Competition: AI’s Transformative Role in Digital Marketing Amidst the Celestial Spectacle
April 8, 2024
3 min
As the world stands still to witness the celestial marvel of a total solar eclipse, the digital[...]

Predictive Analytics in Marketing: Signals, Scenarios and Human Judgment
April 2, 2024
3 min
Editor’s note, updated September 2026: Predictive analytics can support prioritization and scenario planning, but forecasts are probabilistic and depend on data quality, assumptions and model fit. In the mAI Framework, predictive signals inform explainable decisions rather than autonomous certainty.

AI for Social Media Platforms: Governed Workflows Across Channels
March 25, 2024
2 min
Editor’s note, updated September 2026: AI can accelerate social research, drafting, scheduling and analysis across platforms, but channel strategy and brand accountability remain human-led. The mAI approach connects social workflows to shared context, approvals and measurable outcomes.

AI in Google Ads: Smarter Optimization with Human Budget Control
March 18, 2024
3 min
Editor’s note, updated September 2026: AI can improve bidding, testing and analysis in Google Ads, but performance still depends on conversion quality, measurement and strategy. Material budget, audience and brand decisions should remain under defined human approval thresholds.
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