Business memory needs more than search.
Sources, freshness and permissions determine whether an answer is usable in daily work.
Documents are not the same as knowledge
Two files may answer the same question differently. One may be outdated and the other may apply only to a particular customer. Knowledge architecture needs to account for those relationships. The goal is not to copy every file into one repository, but to make valid context available under control.
Provenance belongs with the answer
An answer supporting a business decision should lead back to the relevant sources. A filename may not be sufficient. Version, ownership and applicable context help with review. Where this information is missing, the claim must remain appropriately limited.
Easier search must not create a new access gap
A shared assistant must not automatically expose all information to everyone. Client separation and role permissions need to remain effective at retrieval. We therefore start with a bounded knowledge space, known sources and defined users.
Learning is a governed process
Feedback, storage and model training are not the same. By a learning company, we first mean documenting reviewed experience, improving rules and updating the knowledge foundation. Not every conversation becomes a new truth without review.
This article describes the Domani approach. It is not a performance study, an outcome guarantee or individual legal advice.