How to evaluate customer intelligence software with your own data

What decision will the tool support?

Choose one question with an owner. For a CX lead, that might be which contact driver deserves investigation this week. For a product manager, it might be which onboarding issue affects the target customer segment.

Write down the expected output before the pilot: a ranked issue list, example conversations, a severity label, and a destination such as an issue tracker. A vendor can then demonstrate the work rather than substitute a different problem its demo already solves.

How do you build a useful reference set?

Use records that represent the workflow, including difficult cases. Include several channels, repeated contacts, ambiguous language, and examples that contradict the obvious conclusion.

Ask a domain expert to label a small reference set. Keep that assessment separate from the vendor output until the review. Preserve the original record, source, date, customer segment where appropriate, and the unit being counted.

Decide how duplicate contacts and overlapping categories should work. Without those rules, two convincing reports can disagree because they counted different things.

What should you score?

Agree which dimensions are mandatory. A weighted score can help organize preferences, but a tool that cannot connect a required source should not pass because its interface earns extra points.

How do you compare costs fairly?

Use one workload description for every proposal: records per month, historical import, refresh cadence, retention period, connected systems, active users, and required outputs.

Include implementation and review time. An inexpensive analysis that forces someone to reconstruct the evidence every week may cost more to operate than the subscription suggests.

Do not assume that one vendor's unit, such as a conversation, record, credit, or analysis run, is equivalent to another's. Ask each vendor to price the same example workload.

What should the final decision look like?

Document the decision the pilot answered, the reference set, the accepted errors, and the workflow the team will run next. Keep a list of unresolved requirements rather than silently converting them into assumed capabilities.

If contact-driver analysis is the priority, start with the Siftree Support and Enterpret comparison and the ticket-and-review workflow. If the priority is interview synthesis, review Siftree Research and Dovetail.