diff --git a/Data/ComplementaryData/Embeddings.qmd b/Data/ComplementaryData/Embeddings.qmd
index f3c8615864..62bf110cd7 100644
--- a/Data/ComplementaryData/Embeddings.qmd
+++ b/Data/ComplementaryData/Embeddings.qmd
@@ -121,13 +121,13 @@ Embeddings and metadata are stored in GeoParquet files, which extend standard Pa
 
 The embeddings are available on EODATA S3 for direct download and integration into machine learning workflows:
 
-* s3://EODATA/auxdata/MajorTOM/embeddings/Core-S1RTC-DeCUR/
-* s3://EODATA/auxdata/MajorTOM/embeddings/Core-S1RTC-SSL4EO/
-* s3://EODATA/auxdata/MajorTOM/embeddings/Core-S2L1C-DeCUR/
-* s3://EODATA/auxdata/MajorTOM/embeddings/Core-S2L1C-SSL4EO/
-* s3://EODATA/auxdata/MajorTOM/embeddings/Core-S2L2A-MMEarth/
-* s3://EODATA/auxdata/MajorTOM/embeddings/Core-S2RGB-DINOv2/
-* s3://EODATA/auxdata/MajorTOM/embeddings/Core-S2RGB-SigLIP/
+* s3://eodata/geoAI-embeddings/MajorTOM/Core-S1RTC-DeCUR/
+* s3://eodata/geoAI-embeddings/MajorTOM/Core-S1RTC-SSL4EO/
+* s3://eodata/geoAI-embeddings/MajorTOM/Core-S2L1C-DeCUR/
+* s3://eodata/geoAI-embeddings/MajorTOM/Core-S2L1C-SSL4EO/
+* s3://eodata/geoAI-embeddings/MajorTOM/Core-S2L2A-MMEarth/
+* s3://eodata/geoAI-embeddings/MajorTOM/Core-S2RGB-DINOv2/
+* s3://eodata/geoAI-embeddings/MajorTOM/Core-S2RGB-SigLIP/
 
 Each path corresponds to a specific source dataset, sensing modality, and pre-trained model, enabling tailored selection of embeddings depending on application needs.