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The questions operators actually ask us, answered here so nobody has to sit through a call for them.
Ask the studioNo. A general model is one component among several, and usually the least interesting one. The work is in the retrieval over your own records, the guardrails, and the logic that decides what happens next. Swap the model out in a year and the system should barely notice.
Most teams see a measurable change inside the first quarter. Removing repeat work or shortening a decision shows up in cost and capacity long before it shows up on a slide.
Yes, and that is usually the cheap part. We connect through whatever you already expose: a service endpoint, a read replica, a message queue, even an overnight file drop. The system lands inside the current workflow rather than beside it.
Security is a design constraint here, not a review at the end. Processing stays isolated, storage stays encrypted, access is scoped per role, and nothing leaves the boundary you set on day one.