Evidently
Open-source evaluation and drift reporting for ML and LLM systems.
The governance lens
The property that a system's internal state can be understood from the signals it emits — traces, metrics and logs — without modifying it to ask. Definition and why it matters →
Open source matters here: a drift report you can inspect and reproduce is evidence; a vendor dashboard is an assertion.
There is no shortage of writing about Evidently. This register asks the question the general coverage does not: what does it contribute to governing an autonomous system that touches capital, and where does that contribution stop?
Status and disclosure
Listed — not yet reviewed. Structured facts and a governance lens, with no score attached. A full profile requires hands-on use, and we do not score what we have not run.
No commercial relationship. Evidently is listed on editorial merit and has no input into this description.