Comparisons that concede things

How to evaluate automation tools, whoever you buy from

Comparison pages, ours included, are written by vendors. Here is the evaluation method that keeps you honest with all of us:

• Sort your tasks before you shop. Split your admin into "can run unattended" (internal, reversible) and "needs a human" (touches money, customers, or contracts). Different halves of that list have different best tools, and buying one tool for both is how most automation regret happens. The sorting framework is in copilot vs autopilot.
• Ask what the default is, not what is possible. Almost every tool can add an approval step. The question that predicts your outcomes is what happens when someone forgets: does the action wait, or does it send?
• Price against your real volume. Task metering, operation metering, credit metering, and seat pricing produce wildly different bills for the same business. Model a real month before trusting any entry price, including ours.
• Demand evidence per action. If an AI proposes something, can you see the source record and reasoning it worked from at the moment you decide? Logs after the fact are not the same thing.
• Run it read only first. Any tool asking for write access on day one is telling you how it thinks about risk. A week of watching proposals against your real data answers more than any demo.

The deeper version of this checklist, including the buying criteria specific to approval-first tools, lives in the human-in-the-loop automation guide.