Measurements and provider comparison

Below is a published measurement of knowmind. The corpus, the questions and the raw data are disclosed, so you can recalculate every figure. How well knowmind carries your own work is shown by a test with your own questions and documents.

Published measurement · 23 May 2026

Results you can trace to their source

The test ran 20 German questions that had not been used to tune the search, against 1,219 of our own memories. A hit means the expected source appears among the first five results. Tokens are the units of text an AI model processes and the provider bills for.

Scroll the table sideways to see all columns.

Results of the 23 May 2026 test
Search methodHit rateMean tokens sent to the modelMean response time
Full-text search55 %3,24426 ms
File-name search55 %2,6602 ms
Vector search65 %1,600491 ms
knowmind80 %1,805475 ms

A ranking against other providers only exists once everyone runs the same corpus, the same questions and the same scoring. Figures that each vendor collects for itself cannot be set against one another. The closest thing to your own case is a test with your own documents.