COMPEL Glossary / GL-48
Continuous Improvement Backlog
A governed, prioritized backlog of improvement actions identified across all Evaluate and Learn stage reviews — covering control enhancements, workflow refinements, model updates, policy changes, and capability investments — that ensures organizational learning is translated into concrete, scheduled improvement work rather than good intentions.
What this means in practice
It is the engine of the COMPEL continuous improvement loop.
Context in the COMPEL framework
Produced and maintained in the Learn stage as a living artifact that feeds the next COMPEL cycle. Items in the backlog are prioritized against the AI Ambition Statement and Value Thesis Register to ensure improvement investment is strategically aligned.
Where you see this
Continuous Improvement Backlog is most commonly referenced when teams work across the Learn stage — especially within the Value Realization layer . It appears in governance artifacts, assessment instruments, and delivery playbooks wherever COMPEL is operationalized.
Related COMPEL stages
Related domains
Synonyms
AI improvement backlog , governance improvement queue , transformation improvement register
See also
- Pattern Library Update — A structured update to the organization's AI pattern library — capturing reusable design patterns, anti-patterns, successful control configurations, and workflow redesign templates discovered during the current transformation cycle — so that future use cases benefit from accumulated organizational experience.
- Policy Update Register — A tracked register of all policy changes, additions, and retirements triggered by insights from the Evaluate stage — documenting the rationale for each policy change, the approver, the effective date, and the affected systems or processes.
- Benchmark Update Report — A report that updates the organization's AI performance and maturity benchmarks based on actual results from the current evaluation cycle — revising baselines, adjusting target ranges, and incorporating new external benchmarks to ensure that future KPI targets remain meaningful and appropriately ambitious.
Related Terms
Other glossary terms mentioned in this entry's definition and context.