What leaders actually need to know
You do not need to understand how models are trained. You need to know three things: generative AI is very good at drafting, summarising, classifying and transforming text, images and data; it can be confidently wrong; and its value depends on your processes and data, not on the tool you choose.
Map the opportunities
List the tasks in your business that are frequent, text-heavy and rule-based. They are the best first candidates.
| Area | Typical first uses |
|---|---|
| Sales | Prospect research, proposal drafts, follow-up emails |
| Marketing | Content plans, first drafts, repurposing |
| Customer service | Reply suggestions, FAQ, knowledge base |
| Finance and admin | Invoice reminders, report summaries, document sorting |
| HR | Job descriptions, onboarding packs, policy questions |
| Management | Meeting summaries, dashboards, market watch |
Choose with a simple scoring
Score each opportunity on value (time or money at stake), feasibility (data and process ready), and risk (what happens if the AI is wrong). Start with high value, high feasibility and low risk.
Manage the risks
- Accuracy: a person reviews anything that reaches a client or affects money, health or legal matters.
- Confidentiality: approve the tools and plans that may receive company and client data.
- Copyright and image: check rights before publishing generated content.
- Dependence: document processes so they survive a change of tool.
- People: explain what changes for each role and train before you measure.
A 90-day adoption plan
| Period | Focus | Output |
|---|---|---|
| Days 1 to 30 | Pick 2 or 3 use cases, approve tools, write simple usage rules | Usage policy, baseline measurements |
| Days 31 to 60 | Pilot with a small team, train, collect prompts and templates | Measured results, shared prompt library |
| Days 61 to 90 | Keep what works, extend to other teams, stop the rest | Decision and next 90-day plan |
Measure what matters
Track time saved per task, quality (errors, rework), speed (response time) and adoption (how many people use it weekly). Avoid vanity measures such as the number of prompts written.
The leader's role
Use the tools yourself, set the rules, protect time for learning and celebrate concrete wins. Adoption follows the example set at the top.
