Request a callAI adoption for enterprise marketing teams: a 90-day plan that sticks
Spend the first 30 days mapping processes and setting a baseline, days 31 to 60 building two or three governed AI workflows on the highest-volume work, and days 61 to 90 training the team, measuring cycle time and hours returned, and deciding what to scale. Adoption sticks when AI is built into existing processes, not added on top.
Key takeaways
- Start from processes, not tools.
- Set a baseline before anything changes, or you cannot prove the return.
- Two or three well-adopted workflows beat twenty experiments.
- Governance (data, review, claims) is what lets leadership say yes.
Days 1 to 30: map and baseline
- List the recurring work: briefs, research, content, QA, reporting, lead follow-up
- Time each process end to end and count the handoffs
- Note the data each step needs and where it lives
- Agree data access, review points and claim rules with IT and legal
Days 31 to 60: build the first workflows
Pick the processes with the highest volume and clearest inputs. Typical first choices:
| Process | What AI does | Human keeps |
|---|---|---|
| Campaign briefs | Drafts from goal, segment and approved facts | Strategy and approval |
| Account research | Summarizes account, roles and triggers | Judgment on outreach |
| Content QA | Checks claims, tone and brand rules | Final sign-off |
| Weekly reporting | Writes the narrative from the numbers | Decisions and budget moves |
Days 61 to 90: adopt, measure, decide
- Role-based training with real examples from your own work
- Office hours and a shared library of what works
- Monthly report: cycle time, hours returned, first-pass approval rate, adoption by team
- Scale what moved the numbers, retire what did not
Common reasons adoption stalls
- No baseline, so value is anecdotal
- Tools without process change
- Unclear rules on data and claims
- One champion and no team habit
Frequently asked questions
How long does AI adoption take for a marketing team?
A focused first phase takes about 90 days: map and baseline, build two or three workflows, then train and measure. Broader adoption builds quarter by quarter from there.
Who should own AI adoption in marketing?
A marketing operations or enablement owner, with sponsorship from the marketing leader and agreed rules from IT and legal.
Related service: AI adoption and process optimization. See also pricing and client results.