Make the transformation measurable in the first 90 days.
Don't measure AI output volume. Measure whether the marketing engine gets faster, cleaner, and more useful to sales and partners.
Evaluation framework
Brief-to-review cycle time, review loops avoided
Audience fit, claims safety, local nuance, partner usability
Review-ready asset packs per week
Engagement quality, pipeline creation, progression
90-day rollout
Map campaign workflows, data sources, review gates, and the biggest bottlenecks. Establish baseline metrics for time, quality, throughput, and pipeline impact.
Run the segment-to-asset pipeline against one campaign moment and one regional adaptation. Tune review checklists with PMM, creative, legal, and regional reviewers.
Extend to partner / co-sell variants. Launch a weekly executive readout on quality, speed, and pipeline so the OS becomes shared management infrastructure.
Adoption fits each team's existing job — not another blank AI chat box.
| Team | Daily use | Feeds it with | Gets back |
|---|---|---|---|
| Campaign managers | Build launch packs and track readiness | Brief, segment, region, moment | Review-ready asset kit |
| Product marketing | Validate proof hierarchy and technical accuracy | Positioning, claims, product notes | Approved message variants |
| Creative | Catch quality earlier, before rework compounds | Brand rules, examples, visual standards | Revision notes and asset risks |
| Regional teams | Localize nuance before translation | Market priorities, language guidance | Regional adaptation pack |
| Partner marketing | Create co-sell versions for OEM/CSP/ISV motions | Partner offer, calendar, field asks | Co-marketing kit |