diff --git a/src/content/notebooks/search-multilingual-docs-impresso-hf.mdx b/src/content/notebooks/search-multilingual-docs-impresso-hf.mdx
index 32a441b..2f3a338 100644
--- a/src/content/notebooks/search-multilingual-docs-impresso-hf.mdx
+++ b/src/content/notebooks/search-multilingual-docs-impresso-hf.mdx
@@ -433,10 +433,10 @@ save_matches_to_csv(matches, "marie_curie_first10french_matches.csv", link=True,
 ```
 
 {/* cell:40 cell_type:markdown */}
-## 4.3 Searching in an Article collection sourced from DataLab (Current Substitute API)
+## 4.3 Searching in an Article collection sourced from Impresso Datalab
 
 {/* cell:41 cell_type:markdown */}
-This is not how it will look within Datalab. Details about that go to Daniele, but let's just showcase the programmatic access through our API
+Currently, embeddings are not available in the Impresso Datalab, so we will compute them here instead.
 
 {/* cell:42 cell_type:code */}
 ```python