diff --git a/README.md b/README.md
index 7f778176ce..a2b6073c88 100644
--- a/README.md
+++ b/README.md
@@ -33,7 +33,7 @@
## GraphQL interface demo
-
+
Weaviate GraphQL demo on news article dataset containing: Transformers module, GraphQL usage, semantic search, _additional{} features, Q&A, and Aggregate{} function. You can the demo on this dataset in the GUI here: semantic search, Q&A, Aggregate.
@@ -65,7 +65,7 @@ Weaviate let’s you search through your data even if it’s currently being imp
## Documentation
-You can find detailed documentation in the [developers section of our website](https://www.semi.technology/developers/weaviate/current/) or directly go to one of the docs using the links in the list below.
+You can find detailed documentation in the [developers section of our website](https://weaviate.io/developers/weaviate/current/) or directly go to one of the docs using the links in the list below.
## Additional material
@@ -79,7 +79,6 @@ You can find detailed documentation in the [developers section of our website](h
- [Weaviate, an ANN Database with CRUD support (DB-Engines.com)](https://db-engines.com/en/blog_post/87)
- [A sub-50ms neural search with DistilBERT and Weaviate (Towards Datascience)](https://towardsdatascience.com/a-sub-50ms-neural-search-with-distilbert-and-weaviate-4857ae390154)
- [Getting Started with Weaviate Python Library (Towards Datascience)](https://towardsdatascience.com/getting-started-with-weaviate-python-client-e85d14f19e4f)
-- [Industry use cases (SeMI Technologies)](https://www.semi.technology/industry-solutions/)
## Examples