Bring an application trial, a formula revision, test results and a proposed scale-up recipe. Ask how charge weights, expected yields and classification review remain related to the tested version.

Compare recording effort, search, permissions, method/result review and handover ownership. A notebook can preserve useful research context; a LIMS can control sample/testing work. Choose by the workflow, not by assuming either category stops being useful.

Bench formulations rarely transfer cleanly. Yields differ, mixing behaves differently, and the production recipe quietly diverges from the one that was tested. Six months later nobody can say which version the stability data belongs to.

Ask each vendor how a lab formulation becomes a production recipe and what link survives between them. Then look at SDS software for what happens to the documentation when that recipe changes.

We're the right answer where development, classification and documentation are one chain, so a composition change shows its full downstream cost immediately.

We're the wrong answer for fundamental research programmes and for businesses needing deep process simulation, which is a different category of tool entirely.