diff --git a/api-reference/workflow/destinations/elasticsearch.mdx b/api-reference/workflow/destinations/elasticsearch.mdx
index 74012199..8f671b4f 100644
--- a/api-reference/workflow/destinations/elasticsearch.mdx
+++ b/api-reference/workflow/destinations/elasticsearch.mdx
@@ -30,3 +30,7 @@ import ElasticsearchAPIPlaceholders from '/snippets/general-shared-text/elastics
+## Learn more
+
+- [Finding Needles in a Haystack: PII Detection at Scale with Unstructured, Box, and Elasticsearch](https://unstructured.io/blog/finding-needles-in-a-haystack-pii-detection-at-scale-with-unstructured-box-and-elasticsearch)
+
diff --git a/api-reference/workflow/destinations/mongodb.mdx b/api-reference/workflow/destinations/mongodb.mdx
index 310809f7..e49609ca 100644
--- a/api-reference/workflow/destinations/mongodb.mdx
+++ b/api-reference/workflow/destinations/mongodb.mdx
@@ -30,3 +30,7 @@ import MongoDBAPIPlaceholders from '/snippets/general-shared-text/mongodb-api-pl
+## Learn more
+
+- [How to go from S3 to MongoDB with no code using Unstructured](https://unstructured.io/blog/how-to-go-from-s3-to-mongodb-with-no-code-using-unstructured)
+
diff --git a/api-reference/workflow/destinations/qdrant.mdx b/api-reference/workflow/destinations/qdrant.mdx
index 50b4b6ce..2d20f121 100644
--- a/api-reference/workflow/destinations/qdrant.mdx
+++ b/api-reference/workflow/destinations/qdrant.mdx
@@ -33,4 +33,4 @@ import QdrantAPIPlaceholders from '/snippets/general-shared-text/qdrant-api-plac
## Learn more
- [Qdrant Integration in the Unstructured Platform](https://unstructured.io/blog/streamlining-rag-pipeline-development-qdrant-integration-in-the-unstructured-platform)
-
+- [How to go from S3 to Qdrant with no code using Unstructured](https://unstructured.io/blog/how-to-go-from-s3-to-qdrant-with-no-code-using-unstructured)
diff --git a/api-reference/workflow/destinations/redis.mdx b/api-reference/workflow/destinations/redis.mdx
index 42ab8bd0..455f6571 100644
--- a/api-reference/workflow/destinations/redis.mdx
+++ b/api-reference/workflow/destinations/redis.mdx
@@ -33,4 +33,4 @@ import RedisAPIPlaceholders from '/snippets/general-shared-text/redis-api-placeh
## Learn more
- [Redis Support in Unstructured Platform: Supercharging Your RAG Pipeline](https://unstructured.io/blog/redis-support-in-unstructured-platform-supercharging-your-rag-pipeline)
-
+- [Getting Started with Unstructured and Redis](https://unstructured.io/blog/getting-started-with-unstructured-and-redis)
diff --git a/api-reference/workflow/sources/box.mdx b/api-reference/workflow/sources/box.mdx
index 9cb047fd..ad393c6f 100644
--- a/api-reference/workflow/sources/box.mdx
+++ b/api-reference/workflow/sources/box.mdx
@@ -30,3 +30,8 @@ import BoxAPIPlaceholders from '/snippets/general-shared-text/box-api-placeholde
+## Learn more
+
+- [Finding Needles in a Haystack: PII Detection at Scale with Unstructured, Box, and Elasticsearch](https://unstructured.io/blog/finding-needles-in-a-haystack-pii-detection-at-scale-with-unstructured-box-and-elasticsearch)
+
+
diff --git a/docs.json b/docs.json
index 66ec2982..7c1d9c5c 100644
--- a/docs.json
+++ b/docs.json
@@ -289,7 +289,8 @@
"examplecode/tools/mcp",
"examplecode/tools/mcp-partition",
"examplecode/tools/snowflake-streamlit",
- "examplecode/tools/crewai"
+ "examplecode/tools/crewai",
+ "examplecode/tools/neo4j-chatbot"
]
}
]
diff --git a/examplecode/tools/neo4j-chatbot.mdx b/examplecode/tools/neo4j-chatbot.mdx
new file mode 100644
index 00000000..c44e7da8
--- /dev/null
+++ b/examplecode/tools/neo4j-chatbot.mdx
@@ -0,0 +1,9 @@
+---
+title: "Chatbot with Neo4j"
+url: "https://neo4j.com/blog/genai/graphrag-chatbot-unstructured-io/"
+icon: "blog"
+---
+
+
+
+
diff --git a/ui/destinations/elasticsearch.mdx b/ui/destinations/elasticsearch.mdx
index 2df88fac..cdfa98b6 100644
--- a/ui/destinations/elasticsearch.mdx
+++ b/ui/destinations/elasticsearch.mdx
@@ -27,4 +27,8 @@ To create the destination connector:
import ElasticsearchFields from '/snippets/general-shared-text/elasticsearch-platform.mdx';
-
\ No newline at end of file
+
+
+## Learn more
+
+- [Finding Needles in a Haystack: PII Detection at Scale with Unstructured, Box, and Elasticsearch](https://unstructured.io/blog/finding-needles-in-a-haystack-pii-detection-at-scale-with-unstructured-box-and-elasticsearch)
diff --git a/ui/destinations/mongodb.mdx b/ui/destinations/mongodb.mdx
index 9b223455..2e92e77b 100644
--- a/ui/destinations/mongodb.mdx
+++ b/ui/destinations/mongodb.mdx
@@ -27,4 +27,8 @@ To create the destination connector:
import MongoDBFields from '/snippets/general-shared-text/mongodb-platform.mdx';
-
\ No newline at end of file
+
+
+## Learn more
+
+- [How to go from S3 to MongoDB with no code using Unstructured](https://unstructured.io/blog/how-to-go-from-s3-to-mongodb-with-no-code-using-unstructured)
diff --git a/ui/destinations/qdrant.mdx b/ui/destinations/qdrant.mdx
index 11c56102..d9c224ea 100644
--- a/ui/destinations/qdrant.mdx
+++ b/ui/destinations/qdrant.mdx
@@ -31,4 +31,5 @@ import QdrantFields from '/snippets/general-shared-text/qdrant-platform.mdx';
## Learn more
-- [Qdrant Integration in the Unstructured Platform](https://unstructured.io/blog/streamlining-rag-pipeline-development-qdrant-integration-in-the-unstructured-platform)
\ No newline at end of file
+- [Qdrant Integration in the Unstructured Platform](https://unstructured.io/blog/streamlining-rag-pipeline-development-qdrant-integration-in-the-unstructured-platform)
+- [How to go from S3 to Qdrant with no code using Unstructured](https://unstructured.io/blog/how-to-go-from-s3-to-qdrant-with-no-code-using-unstructured)
\ No newline at end of file
diff --git a/ui/destinations/redis.mdx b/ui/destinations/redis.mdx
index 81986261..3ea9ff14 100644
--- a/ui/destinations/redis.mdx
+++ b/ui/destinations/redis.mdx
@@ -32,4 +32,4 @@ import RedisFields from '/snippets/general-shared-text/redis-platform.mdx';
## Learn more
- [Redis Support in Unstructured Platform: Supercharging Your RAG Pipeline](https://unstructured.io/blog/redis-support-in-unstructured-platform-supercharging-your-rag-pipeline)
-
+- [Getting Started with Unstructured and Redis](https://unstructured.io/blog/getting-started-with-unstructured-and-redis)
diff --git a/ui/sources/box.mdx b/ui/sources/box.mdx
index a0f4e424..db34681c 100644
--- a/ui/sources/box.mdx
+++ b/ui/sources/box.mdx
@@ -27,4 +27,8 @@ To create the source connector:
import BoxFields from '/snippets/general-shared-text/box-platform.mdx';
-
\ No newline at end of file
+
+
+## Learn more
+
+- [Finding Needles in a Haystack: PII Detection at Scale with Unstructured, Box, and Elasticsearch](https://unstructured.io/blog/finding-needles-in-a-haystack-pii-detection-at-scale-with-unstructured-box-and-elasticsearch)