The ICM buyer's checklist

1. Start with governance

Every platform demos well on a clean plan. Pressure-test it instead: ask how it handles multiple business units, mid-cycle quota changes, and an auditor asking how a number was derived.

If governance is an afterthought, the tool will become a liability as you scale.

2. Demand traceability

Confirm that every payout can be traced to the deal, rule, and rate behind it, and that plan and quota changes carry a complete version history.

Traceability is what turns disputes from arguments into lookups.

3. Check the data model

Ask where compensation data lives. A platform that sits beside your enterprise stack inherits none of its trust; one built natively on it inherits all of it.

4. Evaluate the rep experience

Reps adopt what they understand. Look for itemized statements and a plain-language assistant — clarity up front prevents most inbound questions.

5. Score AI honestly

AI should forecast, explain, and flag — with governance in the loop. Be wary of black-box predictions no one can audit.