Every tool now claims to have AI. The label tells you little, so it helps to know what actually separates software that will save you time from software that adds another screen. A few questions cut through most of the noise.
Start with the work, not the demo
Demos show the AI at its best on a tidy example. The real test is your messiest recurring task. Ask whether the software can carry that task through to completion on its own, or whether it just speeds up a person who is still doing every step. The first saves time; the second mostly moves it around.
Agent-native or bolted-on
Software designed for an agent to operate exposes every action as something the agent can do. Software with AI added on surfaces a chat box beside the old screens and wires up a few features. The difference shows up the moment you ask for something the vendor did not anticipate: agent-native handles it; bolted-on hands you back the keyboard.
Open or locked-in
Ask whether you can connect the agent you already use, over an open standard, or whether you are limited to the vendor's built-in assistant. Open keeps you on the frontier as models improve and stops one vendor's roadmap from becoming your ceiling.
How you pay
AI usage is billed as credits, so what you pay tracks the work your agent actually does. With AI doing the work, that usually maps far better to the value you get, especially for small and seasonal teams.
Who owns your data
Confirm that your data is isolated, encrypted, not used to train models, and exportable on request. Confirm that the AI is permission-aware, so it can only touch what the person it acts for is allowed to touch. These are not nice-to-haves; they are the floor.
Questions worth asking
Can your own agent connect and do everything a person can? Can it finish my hardest recurring task unattended? What exactly am I billed for? Is my data isolated and never used for training? If the answers are yes, yes, work done, and yes, you are looking at the right kind of software. See how SOIS answers them on the comparisons and security pages.