diff --git a/qdrant-landing/content/documentation/overview/vector-search.md b/qdrant-landing/content/documentation/overview/vector-search.md
index e3f4f9875..feb25479c 100644
--- a/qdrant-landing/content/documentation/overview/vector-search.md
+++ b/qdrant-landing/content/documentation/overview/vector-search.md
@@ -11,9 +11,9 @@ For those who want to start writing code right away, visit our [Complete Beginne
 
 ## A Brief History of Search
 
-Human memory is unreliable. Thus, as long as we started to collect ‘knowledge’ in written form, we had to figure out how to search for relevant content without rereading the same books repeatedly. That’s why some brilliant minds introduced the inverted index. In the simplest form, it’s an appendix to a book, typically put at its end, with a list of the essential terms-and links to pages they occur at. Terms are put in alphabetical order. Back in the day, that was a manually crafted list requiring lots of effort to prepare. Once digitalization started, it became a lot easier, but still, we kept the same general principles. That worked, and still, it does.
+Human memory is unreliable. Thus, as long as we have been trying to collect ‘knowledge’ in written form, we had to figure out how to search for relevant content without rereading the same books repeatedly. That’s why some brilliant minds introduced the inverted index. In the simplest form, it’s an appendix to a book, typically put at its end, with a list of the essential terms-and links to pages they occur at. Terms are put in alphabetical order. Back in the day, that was a manually crafted list requiring lots of effort to prepare. Once digitalization started, it became a lot easier, but still, we kept the same general principles. That worked, and still, it does.
 
-If you are looking for a specific topic in a particular book, you can try to find a related phrase and quickly get to the correct page. Of course, assuming you know the proper term! If you don’t, you must try and fail several times or find somebody else to help you form the correct query.
+If you are looking for a specific topic in a particular book, you can try to find a related phrase and quickly get to the correct page. Of course, assuming you know the proper term. If you don’t, you must try and fail several times or find somebody else to help you form the correct query.
 
 ![inverted index](/docs/gettingstarted/inverted-index.png)