Only for regulated (GxP) use?

No. For R&D, we right‑size controls—but we design measurements now so you can scale later without rework.

We already have data scientists—why you?

I provide the credibility plan, eval design, and lifecycle controls so leadership can green‑light and QA can defend it.

Vendors say they’re “validated.”

Good—that’s a start. You still own context‑of‑use evidence in your environment. I integrate supplier artifacts into your audit pack.