diff --git a/changelog/platform.mdx b/changelog/platform.mdx
index aaba15e9a..2a15d48cc 100644
--- a/changelog/platform.mdx
+++ b/changelog/platform.mdx
@@ -6,6 +6,46 @@ icon: "layer-group"
## December 2024
+### December 03, 2024
+
+
+
+
+
+
+ api@32afc6a
+ The updates in this diff include the following:
+
+ A new feature has been added to generate tool suggestions for data transformation tasks. This feature includes:
+
+ 1. A new endpoint `/internal/sheets/:sheetId/generate-tool-suggestions` that accepts column keys to analyze and returns a ranked list of suggested transformation tools based on the data structure and patterns.
+
+ 2. Two analysis strategies for generating tool suggestions:
+ - Pattern-based analysis: Fast execution (around 0.11ms on average) with 62.5% accuracy in testing. This strategy uses structural pattern matching and is good for simple transformations.
+ - LLM (Large Language Model) analysis: Higher accuracy (93.8% in testing) but slower execution (around 494ms on average). This strategy uses context-aware suggestions from the Claude 3 Haiku model and is better suited for complex scenarios.
+
+ 3. Comprehensive testing framework with 16 test cases covering various data scenarios, including nested data structures, mixed data types, null handling, and complex formatting requirements.
+
+ 4. New dependencies: `@ai-sdk/amazon-bedrock` and `ai` libraries for LLM analysis.
+
+ 5. Example usage:
+
+ ```typescript
+ POST /internal/sheets/:sheetId/generate-tool-suggestions
+ {
+ "columnKeys": ["first_name", "last_name"]
+ }
+ // Response
+ {
+ "data": ["combine", "split", "firstAvailable"]
+ }
+ ```
+
+ This feature allows developers to get intelligent suggestions for the most appropriate transformation tools based on their data structure and patterns, improving the efficiency and accuracy of data transformation tasks.
+
+
+
+
### December 02, 2024
diff --git a/changelog/src/platform/20241203-1733258523499.mdx b/changelog/src/platform/20241203-1733258523499.mdx
new file mode 100644
index 000000000..814be89dd
--- /dev/null
+++ b/changelog/src/platform/20241203-1733258523499.mdx
@@ -0,0 +1,32 @@
+### December 03, 2024
+## dataxp
+
+api@32afc6a
+The updates in this diff include the following:
+
+A new feature has been added to generate tool suggestions for data transformation tasks. This feature includes:
+
+1. A new endpoint `/internal/sheets/:sheetId/generate-tool-suggestions` that accepts column keys to analyze and returns a ranked list of suggested transformation tools based on the data structure and patterns.
+
+2. Two analysis strategies for generating tool suggestions:
+ - Pattern-based analysis: Fast execution (around 0.11ms on average) with 62.5% accuracy in testing. This strategy uses structural pattern matching and is good for simple transformations.
+ - LLM (Large Language Model) analysis: Higher accuracy (93.8% in testing) but slower execution (around 494ms on average). This strategy uses context-aware suggestions from the Claude 3 Haiku model and is better suited for complex scenarios.
+
+3. Comprehensive testing framework with 16 test cases covering various data scenarios, including nested data structures, mixed data types, null handling, and complex formatting requirements.
+
+4. New dependencies: `@ai-sdk/amazon-bedrock` and `ai` libraries for LLM analysis.
+
+5. Example usage:
+
+```typescript
+POST /internal/sheets/:sheetId/generate-tool-suggestions
+{
+ "columnKeys": ["first_name", "last_name"]
+}
+// Response
+{
+ "data": ["combine", "split", "firstAvailable"]
+}
+```
+
+This feature allows developers to get intelligent suggestions for the most appropriate transformation tools based on their data structure and patterns, improving the efficiency and accuracy of data transformation tasks.
\ No newline at end of file