Perspectives & Tools
Practical material for people responsible for making AI accountability work.
RuleBridge publishes selected perspectives and working tools on decision rights, human oversight, external and agentic accountability, and governance under change. Every item states its scope, assumptions, sources and intended use. The purpose is not volume — it is material that can support real governance work.
AI Change Accountability & Reauthorisation
AI systems do not remain fixed after approval — new models behind the same product name, provider changes, wider permissions, drifting use. A practitioner-derived method that returns each change to a person with real authority to decide and traces it to evidenced closure. With ready-to-use templates for every record. Applied in a first organisational field pilot; the field evidence is published as a field study on SSRN.
Open the tool → By Maja Kurek, AIGP, CIPM, CIPP/EA Delayed Deadline Does Not Defer Accountability
Why governance work continues even when regulatory deadlines move.
Read the perspective → By Maja Kurek, AIGP, CIPM, CIPP/EGoverning the AI You Did Not Build
Most organisational AI now arrives through vendors and platforms — and increasingly it acts rather than answers. The accountability was yours already.
Read the perspective →Human Oversight Reliance Review
What can your organisation rely on human oversight to do? An evidence-linked method that traces the actual work, reconciles shared and external capabilities and separates evidential findings from operating authorisation. With an editable workbook and complete synthetic examples.
Open the tool →