How is this different from a chat tool?
A chat tool starts empty every time. This keeps a model of your organisation, answers from it, and writes back into it — so the work compounds instead of resetting.
It also returns the artefact rather than text you reformat into one.
Do I have to build agents or wire workflows?
No. You describe the problem. There is nothing to configure.
What does one task cost?
It depends on how much work it did — mostly on build scope. See Usage and credits.
Can I use it for more than one company?
Yes. Each gets a directory, and they do not share knowledge — deliberately, so a client's work cannot be informed by another client's data.
Who can see my work?
Only you and the people you invite. Directories are private by default, and published documents are the one exception you control explicitly.
Can I edit what it produces?
Yes. Results are working artefacts: sheets calculate, boards move, documents accept edits. You can also ask for a change, which is usually better for anything structural.
What if it is wrong?
It tells you where it is unsure, in Issues — unsubstantiated claims, assumptions, values it could not find. Activity shows how it reached a conclusion.
Does it learn from my corrections?
Yes. Corrections are written into the organisation model and hold for later work.
Can I get my data out?
Yes. See Data controls.