Does Confluence need a native model for measuring knowledge entropy rather than simply tracking stal

Hi @AGASTYA SHARMA ... great question!

I think you’re identifying an important distinction: content freshness and knowledge quality aren’t the same thing.

A recently edited page can still conflict with another page, use outdated terminology, duplicate an existing source, or have no clear owner. Conversely, an older page may still be accurate and authoritative. A useful Knowledge Entropy Score would therefore need to combine several signals rather than simply penalizing age—for example:

• conflicting or overlapping sources covering the same subject

• missing ownership or review accountability

• inconsistent terminology and classification

• time since the content was last substantively reviewed

• whether the current page still matches an approved version

The difficult part would be deciding how those signals should be weighted across different types of knowledge. A six-month-old policy and a six-month-old historical decision record shouldn’t necessarily receive the same treatment.

If you’re open to a Marketplace app, Aura Workflow & Approval can help with the governance and review portion of that model. It supports:

• custom lifecycle states and scheduled transitions for content review

• reviewer approvals and a history of workflow activity

• notifications and actions when content reaches a review deadline

• official versions that distinguish reviewed content from subsequent edits

It wouldn’t calculate the broader entropy score you’re proposing or automatically identify contradictions and duplicated knowledge. However, it can provide structured review, ownership, and approval signals that could form part of such a model.

I’d be interested to know whether you envision the score primarily as an administrative reporting tool or as something visible to readers and Rovo when selecting sources. Those could lead to quite different implementations.

And just in full disclosure, I work at Seibert Group, the team behind the Aura Apps.

Hope this helps and best of luck!

Joshua
Content Writer and US Representative
Aura Apps & Agile Hive (products of Seibert Group GmbH)

Hi @AGASTYA SHARMA 

I think a part of it is covered in the answer here - 

https://community.atlassian.com/forums/Confluence-questions/Should-Confluence-optimize-for-information-retrieval-or/qaq-p/3260719