Are you not competing with us?

On one reading, yes — "hire an agency" is one of the alternatives to buying this. The other reading is that an agency is the buyer best placed to use it, because the work it automates is work you already do manually for every client.

Can one team run several client stores?

That is the intended shape, and the rules about what may be shared between them are not settled yet. It is a real question about client confidentiality rather than a technical one, and it is being answered before it ships rather than after.

What happens when we hand a client off?

The store goes with them. That is a feature for the client and worth being clear-eyed about as an agency — it makes the engagement more valuable and more portable at the same time.

Client context that never accumulates

An agency already runs the process this describes. Every client gets their positioning reconstructed, their voice learned, their claims checked. It is done by people, per client, and almost none of it survives contact with the next project.

The account lead knows things nobody wrote down. When they move, the client feels it as a drop in quality that nobody can explain.

How this usually works

Onboard a client and absorb their positioning, voice, and constraints through calls and documents.
That context lives in the account lead and in a folder.
Every writer and every tool gets briefed from it, one at a time.
Output quality tracks how well the brief was given, which tracks who gave it.
The account changes hands, and steps one through four run again.

Where it actually hurts

Step five, and it is invisible until it happens. Nothing about steps one to four feels broken while the same person is doing them. The cost lands at handoff, at scale, and during the month a new writer is getting up to speed on an account that looked fine last quarter.

Why the usual fix does not hold

The usual fix is documentation — a brand brief, a style guide, an onboarding doc. It helps, and it degrades, because documents are written once and the account keeps moving. Nothing reads them except people, and people stop.

How it works instead

One store per client, holding what that client has decided, with a record of who decided it. Agents read it before drafting rather than being briefed. When a client's positioning changes, it changes once.

The store belongs to the client, which is the part worth thinking about commercially: it makes the engagement more valuable while making it more portable.

The process change

Each client's store has to be populated and ratified by that client.

You can run the system. You cannot decide the client's positioning for them and have it mean anything — a store filled in on a client's behalf is a set of assumptions with provenance, which is worse than none.