A worked example, not a specific client, of the kind of production system Meroo is built for: a 200+ table database, per-client custom fields, and strict tenant boundaries, where a wrong answer is worse than no answer.
Operations and account staff need everyday answers: how many accounts are active, which customers are near a usage limit, what a client's plan includes. But every question means waiting on someone who can write SQL against a sprawling schema.
Off-the-shelf AI fails on two counts. It's inaccurate: asked “how many accounts are currently active,” a generic model queries the wrong table entirely, because nothing tells it that status lives in a specific column with specific values. And it's unsafe: nothing structurally guarantees one customer's data can't appear in another customer's answer.
Real schemas rarely have clean foreign keys. Relationships are implicit. Curation captures how tables actually relate, so the assistant never has to guess a join.
The terms your business uses, mapped to your data, so statuses, archived rows and tenant boundaries mean what your team means, not what a model assumes.
Each client defines their own fields. Curation makes them legible to the assistant, so a question like 'seats used against plan' returns a real number rather than a guess.
Read-only access and tenant isolation enforced in code, independent of the model. Every request is validated before it runs. Unsafe ones are refused, not attempted.
Staff ask in plain English and get a written answer plus the underlying data, scoped to the right client, every time. Questions that a generic model gets wrong return correct figures, and the generated query is always available for anyone who wants to check the work.
The difference isn't a bigger model. It's that the assistant finally understands the data the way the team does.
(the Meroo thesis, and what curation delivers)
*Illustrative target: the accuracy curation is built to reach on a schema like this, not a measured client result.
A 30-minute call. We'll show a live demo and, if it's a fit, scope a Discovery engagement.