Evaluate a capability, not a logo.
Tools that look similar on a feature list may serve very different purposes. One may meet a client’s access requirements. Another may work with a specialist system or produce a format a team depends on.
Choose a representative task and define an acceptable result before comparing tools. Include the work needed to prepare the input, check the output and move it into the next step. The subscription price is only part of the comparison.
The question is what the business would gain or lose by changing the tool.
Use four possible decisions.
| Decision | When it may fit | Evidence to collect |
|---|---|---|
| Keep | It does useful work with acceptable cost and controls. | Recent examples, named owner and a recurring need. |
| Connect | The output is useful, but handoffs are manual or unreliable. | A workflow map, integration options and an exception owner. |
| Replace | The capability matters, but another option may serve it better. | Comparable tests, migration effort and access requirements. |
| Retire | The capability is no longer needed or is safely covered elsewhere. | Dependency check, export plan and an approved cancellation. |
“Investigate” is a valid temporary state. Set a review date and specify what evidence is missing. A confident-looking verdict is less useful than an honest question with an owner.
Distinguish duplication from useful separation.
Imagine sales and operations each use an assistant to summarize meetings. The overlap deserves investigation, but it does not settle the decision. They may have different client requirements, recording permissions or destinations for the notes.
Run a small comparison using approved sample material. Check accuracy, review time, integration fit and the total cost for the required users. Ask both teams to assess the result rather than choosing solely by the cheapest published price.
If both tools remain, define their roles. Unexplained overlap creates confusion; intentional separation can be reasonable.
Recognize when connection is the real fix.
Consider an assistant that produces accurate call notes. The problem may be that nobody creates the follow-up task. Replacing the assistant would leave the same gap.
A better workflow might send a proposed action to a responsible person for review, then create the approved task and report failures. Define who can approve it, how duplicates are prevented and what happens when the destination is unavailable.
Start with permissions limited to the agreed work. A connector being available does not establish that it is suitable for every kind of data or action.
Retire with a handover plan.
Before cancelling, confirm the renewal terms, record owner, integrations, automations and exports. Decide which records need to be retained and where they will live. Check whether another team relies on the account.
- Approve the decision and name the person responsible.
- Export the required information and verify that it is usable.
- Test the replacement workflow, including a failure case.
- Communicate the change and provide a fallback.
- Cancel at the appropriate time and revoke unneeded access.
Count cash savings when the charge actually stops. Track migration costs separately. Then revisit the decision after the new workflow has handled representative work.
For the next step, use our guide to measuring AI value to separate spend reductions from operational improvements.
A practical framework from the team behind AI Sprawl Cleanup. Examples are illustrative, not customer results.
Meet the team →