diff --git a/qdrant-landing/content/documentation/_index.md b/qdrant-landing/content/documentation/_index.md
index 3a45543f2..6e1ddc96c 100644
--- a/qdrant-landing/content/documentation/_index.md
+++ b/qdrant-landing/content/documentation/_index.md
@@ -40,4 +40,5 @@ Qdrant is ideal for deploying applications based on the matching of embeddings p
 | [Search and Recommend Newspaper Articles](https://githubtocolab.com/qdrant/examples/blob/master/qdrant_101_text_data/qdrant_and_text_data.ipynb)    | Work with text data to develop a semantic search and a recommendation engine for news articles. | Qdrant | 
 | [Recommendation System for Songs](https://githubtocolab.com/qdrant/examples/blob/master/qdrant_101_audio_data/03_qdrant_101_audio.ipynb)    | Use Qdrant to develop a music recommendation engine based on audio embeddings. | Qdrant | 
 | [Image Comparison System for Skin Conditions](https://colab.research.google.com/github/qdrant/examples/blob/master/qdrant_101_image_data/04_qdrant_101_cv.ipynb)    | Use Qdrant to compare challenging images with labels representing different skin diseases. | Qdrant | 
-| [Question and Answer System with LlamaIndex](https://githubtocolab.com/qdrant/examples/blob/master/llama_index_recency/Qdrant%20and%20LlamaIndex%20%E2%80%94%20A%20new%20way%20to%20keep%20your%20Q%26A%20systems%20up-to-date.ipynb)    | Combine Qdrant and LlamaIndex to create a self-updating Q&A system. | Qdrant, LlamaIndex, Cohere | 
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+| [Question and Answer System with LlamaIndex](https://githubtocolab.com/qdrant/examples/blob/master/llama_index_recency/Qdrant%20and%20LlamaIndex%20%E2%80%94%20A%20new%20way%20to%20keep%20your%20Q%26A%20systems%20up-to-date.ipynb)    | Combine Qdrant and LlamaIndex to create a self-updating Q&A system. | Qdrant, LlamaIndex, Cohere | 
+| [Extractive QA System](https://githubtocolab.com/qdrant/examples/blob/master/extractive_qa/extractive-question-answering.ipynb)    | Extract answers directly from context to generate highly relevant answers. | Qdrant | 
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diff --git a/qdrant-landing/content/documentation/examples.md b/qdrant-landing/content/documentation/examples.md
index a553f1450..5c175abc3 100644
--- a/qdrant-landing/content/documentation/examples.md
+++ b/qdrant-landing/content/documentation/examples.md
@@ -16,3 +16,4 @@ Our Notebooks offer complex instructions that are supported with a throrough exp
 | [Recommendation System for Songs](https://githubtocolab.com/qdrant/examples/blob/master/qdrant_101_audio_data/03_qdrant_101_audio.ipynb)    | Use Qdrant to develop a music recommendation engine based on audio embeddings. | Qdrant | 
 | [Image Comparison System for Skin Conditions](https://colab.research.google.com/github/qdrant/examples/blob/master/qdrant_101_image_data/04_qdrant_101_cv.ipynb)    | Use Qdrant to compare challenging images with labels representing different skin diseases. | Qdrant | 
 | [Question and Answer System with LlamaIndex](https://githubtocolab.com/qdrant/examples/tree/master/llama_index_recency/Qdrant%20and%20LlamaIndex%20%E2%80%94%20A%20new%20way%20to%20keep%20your%20Q%26A%20systems%20up-to-date.ipynb)    | Combine Qdrant and LlamaIndex to create a self-updating Q&A system. | Qdrant, LlamaIndex, Cohere | 
+| [Extractive QA System](https://githubtocolab.com/qdrant/examples/blob/master/extractive_qa/extractive-question-answering.ipynb)    | Extract answers directly from context to generate highly relevant answers. | Qdrant | 
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