The full answer
Not every AI feature needs the same controls. A tool that suggests email drafts for a person to edit is low risk. A system that recommends credit decisions or summarises clinical notes needs much stronger review. Creuto assesses the risk of each use case in discovery and designs oversight accordingly.
Human-in-the-loop design means the AI prepares work and a person decides. Interfaces show the sources behind an answer, highlight low-confidence results and make it easy to correct or reject output, so reviewers can do their job efficiently.
Testing goes beyond accuracy. Creuto checks how systems handle unusual inputs, attempts to bypass instructions, sensitive topics and differences in outcomes across user groups, and fixes problems before release.
Transparency matters to users and regulators. Creuto recommends clear labelling of AI-generated content, explanations of what the AI can and cannot do, and simple routes to a human.
Logs of inputs, outputs and decisions support audits, investigations and continuous improvement, with retention and access agreed with you.