diff --git a/README.md b/README.md
index 00149e2..bc34bd0 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
 # Insights samples
 
-This repository contains samples for the Insights produts from Google Maps Platform.
+This repository contains samples for the Insights products from Google Maps Platform.
 
-You can learn more about the products on the [product page](https://mapsplatform.google.com/maps-products/geospatial-analytics)
+You can learn more about the products on the[product page](https://mapsplatform.google.com/maps-products/geospatial-analytics).
 
 ### Street View Insights
 
@@ -10,21 +10,25 @@ You can learn more about the products on the [product page](https://mapsplatform
 
 ### Places Insights
 
-[Demo](https://mapsplatform.google.com/demos/places-insights/)
-[Docs](https://developers.google.com/maps/documentation/placesinsights)
+[Docs](https://developers.google.com/maps/documentation/placesinsights) | [Demo](https://mapsplatform.google.com/demos/places-insights/)
 
 ### Roads Management Insights
 
-[Demo](https://google-rmi-demo-1024202510105.us-central1.run.app/)
-[Doc](https://developers.google.com/maps/documentation/roads-management-insights)
-
-
+[Docs](https://developers.google.com/maps/documentation/roads-management-insights) | [Demo](https://google-rmi-demo-1024202510105.us-central1.run.app/)
 
 ## Available Recipe Collections
 
-*   [`imagery_insights/`](imagery_insights/): Recipes for insights from imagery data.
+*   [`places_insights/`](places_insights/): Samples for analyzing the Places Insights BigQuery dataset.
+    *   [`notebooks/`](places_insights/notebooks/): Example Google Colab notebooks for querying the dataset and visualizing the results.
+        *   [`custom_location_scores/`](places_insights/notebooks/custom_location_scores/): Combines Places Insights data with BigQuery `AI.GENERATE` (Gemini) to calculate and visualize AI-powered suitability scores for real estate listings based on a specific user persona.
+        *   [`nevada_site_selection/`](places_insights/notebooks/nevada_site_selection/): Demonstrates a multi-stage site selection workflow for a new coffee shop in Las Vegas, combining competitor analysis, commercial suitability scoring, and target market density on an interactive map.
+        *   [`sample_data_demo/`](places_insights/notebooks/sample_data_demo/): A technical introduction demonstrating how to query, aggregate, and visualize Places Insights data in BigQuery using Standard SQL, Python, and the H3 grid system to analyze commercial density across global cities.
+        *   [`spot_check_results/`](places_insights/notebooks/spot_check_results/): Illustrates a workflow for spot-checking analytical data by combining H3 density aggregations with the Place Details API to visualize both statistical hotspots and individual locations on an interactive map.
+    *   [`places-insights-demo/`](places_insights/places-insights-demo/): Source code for an interactive JavaScript web application demo.
+    *   [`sample_queries/`](places_insights/sample_queries/): Sample SQL queries for aggregating location data directly in BigQuery.
 *   [`roads_management_insights/`](roads_management_insights/): Recipes for insights related to roads management.
     *   [`route_registration_from_csv/`](roads_management_insights/route_registration_from_csv/): A Python script to create routes in Google Roads API from a CSV file.
+*   [`street_view_insights/`](street_view_insights/): Recipes for insights from imagery data.
 
 ## License
 
@@ -32,7 +36,7 @@ This project is licensed under the Apache License 2.0 - see the [`LICENSE`](LICE
 
 ## Code of Conduct
 
-This project has adopted the [Google Open Source Community Guidelines](CODE_OF_CONDUCT.md).
+This project has adopted the[Google Open Source Community Guidelines](CODE_OF_CONDUCT.md).
 
 ## Security
 
@@ -40,4 +44,4 @@ See [`SECURITY.md`](SECURITY.md) for details on how to report security vulnerabi
 
 ## Contributing
 
-See [`CONTRIBUTING.md`](CONTRIBUTING.md) for details on how to contribute to this project.
+See[`CONTRIBUTING.md`](CONTRIBUTING.md) for details on how to contribute to this project.
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