Audit the corpus
We review the documents, wiki pages, exports, and PDFs feeding your AI system.
Services
What the service covers
We focus on the content problems that usually show up first when AI systems start giving inconsistent answers.
Find the weak spots
We flag duplicates, stale material, contradictions, and low-signal content before they hit retrieval.
Turn it into a process
We leave teams with a clear cleanup path and a repeatable way to keep the corpus in shape.
Common problems
What usually goes wrong
These are the issues we see when teams start embedding content without checking the source material first.
Duplicate content
The same fact repeated in too many places pushes weaker answers to the surface.
Stale material
Old policy pages and old docs keep getting embedded long after they should have been retired.
Contradictions
Conflicting source material gives the model too many ways to answer the same question incorrectly.