Begin With One Bounded Business Question
Start with a specific decision, such as which enquiries need review today or how incoming messages should be routed. Define the users, records, time period and acceptable outcomes. This prevents a broad AI label from replacing a practical assessment of whether a feature supports the chosen task.
Compare Lead Scoring With Simpler Alternatives
Test predictive lead scoring beside explicit rules and human prioritisation. Use representative historical records, noting missing fields, inconsistent stages and outcome definitions. Owners should examine why rankings differ and check whether the resulting order is useful, understandable and appropriate for the team.
Test Message Categories Against an Approved Set
Create an approved list of categories and a sample of representative customer messages. Compare the CRM’s suggested labels with owner-reviewed answers, including ambiguous cases. Check accuracy by category, how uncertain messages are handled and whether staff can correct classifications without triggering unapproved marketing.
Inspect Forecast Inputs and Uncertainty
Reporting and forecasting should be assessed through their inputs, not just polished dashboards. Review stage definitions, close dates, values, missing records and unusual deals. Ask how uncertainty is presented, compare projections with a transparent baseline and require owners to approve how forecasts inform planning.
Separate Recommendations From Workflow Actions
Workflow suggestions can be reviewed without allowing them to execute automatically. Document who may approve each action and what evidence they need. Before enabling an integration, verify supported fields, permissions, sync direction, duplicate matching, failure and retry handling, and owner acceptance tests.
Pilot One Representative Process Before Expanding
Run a limited pilot using a process, users and data typical of normal operations. Set observable checks for categorisation, scoring usefulness, forecast inputs, corrections and workflow approvals. Record exceptions and owner decisions. Expand only if the pilot meets agreed criteria, and do not automate marketing without appropriate permissions.