Accountability Framework
A structured system that defines who is responsible for what, how performance is measured, and what consequences apply for governance failures.
An accountability framework links authority to responsibility. Having decision rights without accountability is dangerous; having accountability without decision rights is unfair.
A well-designed accountability framework: - Clearly links decisions to decision-makers (traceability) - Defines expected outcomes and how they'll be measured - Specifies consequences for governance failures - Includes recognition for good governance - Ensures accountability is proportional to authority
For AI governance, accountability frameworks must address a novel question: who is accountable when an AI agent causes harm? The operator who deployed it? The manager who set its constraints? The board that approved the AI strategy? Constellation answers this through governance traces — the accountability chain is evident from the evidence record.
How Constellation handles this
Constellation creates structural accountability through governance traces. Every decision and action has a traceable chain of authority, making accountability a property of the system rather than a post-hoc assignment.