Evidently
Open-source evaluation and drift reporting for ML and LLM systems.
The governance lens
Open source matters here: a drift report you can inspect and reproduce is evidence; a vendor dashboard is an assertion.
Why this framing
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.
Disclosure
No commercial relationship. Evidently is listed on editorial merit and has no input into this description.