Start from the review model you actually run, or have decided to run, and reject anything that forces a different one. Then check goal structures, calibration support, competency frameworks, continuous feedback capture, reporting a calibration meeting can be run from, and how cleanly it reads the employee record. Manager and employee usability decides adoption.
Because these products encode opinions about how reviews should work. One built around continuous check-ins will fight an organisation running a single annual assessment, and the reverse is equally true. Write down the model you run today and the one you intend to run, including whether ratings exist, whether calibration happens, who reviews whom, and what feeds pay. Then evaluate against that document. A product that requires you to change the model is not automatically wrong, but the change has to be a decision you made deliberately rather than a consequence of a purchase, because reversing it later means another migration.
Whether goals can be structured the way your organisation actually sets them: individual, shared across a team, cascaded from a parent, or simply a list. Whether they can be edited mid-cycle with the change visible and dated, because goals that silently rewrite themselves destroy the audit trail you bought the system for. Whether a goal can be qualitative, since not every role has a countable target and a product insisting on one will produce fiction. Whether weightings are supported if you use them, and whether a goal survives a change of manager or a transfer, which is where several products lose data quietly.
A view placing a group of managers' proposed ratings side by side, with the distribution visible, filters by team, level and function, and the ability to change a rating in the meeting with a reason recorded. It also needs a lock, so ratings cannot move after the discussion closes, and a history showing what a rating was before it changed and who changed it. Ask to see the screen a facilitator would run the meeting from, populated at your scale, because the demonstration version carrying a handful of employees tells you nothing about how it behaves with your organisation on it.
Considerably, and it is worth probing. Some ship a fixed library you must adopt, some let you upload your own, some support different frameworks by job family and level with behavioural descriptions at each point. If you have already built a framework, the question is whether it can be represented faithfully rather than approximated, and what a later change to it costs. If you have not built one, a supplied library is a reasonable starting point, but check you can edit it, because adopting somebody else's language for your roles tends to produce assessments managers do not believe in.
Reporting lines, joiners, leavers, transfers, job titles and levels all have to come from somewhere, and maintaining them twice ensures a cycle that opens with the wrong manager assigned to somebody. Check how the product reads your [core HR system](/hrms): whether it syncs automatically, how often, what happens when someone changes manager mid-cycle, and whether a leaver disappears from a manager's queue without deleting the record of their assessment. Ask what becomes of a person's history when they transfer between teams, since a review trail that resets on transfer is close to useless for a promotion discussion two years later.
Adoption dies there. Managers use the product a few times a year under time pressure, so a workflow taking several unclear steps to complete one assessment produces chased deadlines, half-finished forms and HR filling the gaps by hand. Sit a real manager, not the project sponsor, in front of it and have them complete an assessment for one of their own people without help. Do the same for an employee completing a self-assessment on a phone. If either needs a training session to get through it once, [performance management software](/performance-management-software) will not fix your cycle, it will add an application to it.
With your own data and your own scenarios rather than the vendor's script. Load a realistic slice of the org structure, run a full cycle end to end in a trial environment, and include the awkward cases: a mid-cycle transfer, a manager change, someone on long leave, a dispute, a late submission. Check the reports you would actually carry into a calibration meeting, and export them, since a product that cannot export leaves your history hostage. Send your scenarios in advance of any demonstration and ask to drive the session rather than watch a scripted walkthrough.
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