diff --git a/elasticsearch-api/lib/elasticsearch/api/actions/inference/delete_model.rb b/elasticsearch-api/lib/elasticsearch/api/actions/inference/delete_model.rb
index f6c13f1e91..238382e6dd 100644
--- a/elasticsearch-api/lib/elasticsearch/api/actions/inference/delete_model.rb
+++ b/elasticsearch-api/lib/elasticsearch/api/actions/inference/delete_model.rb
@@ -32,7 +32,7 @@ module Actions
         # @option arguments [String] :model_id The model Id
         # @option arguments [Hash] :headers Custom HTTP headers
         #
-        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/inference_delete_model.html
+        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/delete-inference-api.html
         #
         def delete_model(arguments = {})
           request_opts = { endpoint: arguments[:endpoint] || "inference.delete_model" }
diff --git a/elasticsearch-api/lib/elasticsearch/api/actions/inference/get_model.rb b/elasticsearch-api/lib/elasticsearch/api/actions/inference/get_model.rb
index 25a746b16d..171643361b 100644
--- a/elasticsearch-api/lib/elasticsearch/api/actions/inference/get_model.rb
+++ b/elasticsearch-api/lib/elasticsearch/api/actions/inference/get_model.rb
@@ -32,7 +32,7 @@ module Actions
         # @option arguments [String] :model_id The model Id
         # @option arguments [Hash] :headers Custom HTTP headers
         #
-        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/inference_get_model.html
+        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/get-inference-api.html
         #
         def get_model(arguments = {})
           request_opts = { endpoint: arguments[:endpoint] || "inference.get_model" }
diff --git a/elasticsearch-api/lib/elasticsearch/api/actions/inference/inference.rb b/elasticsearch-api/lib/elasticsearch/api/actions/inference/inference.rb
index a9205db824..15674406bf 100644
--- a/elasticsearch-api/lib/elasticsearch/api/actions/inference/inference.rb
+++ b/elasticsearch-api/lib/elasticsearch/api/actions/inference/inference.rb
@@ -33,7 +33,7 @@ module Actions
         # @option arguments [Hash] :headers Custom HTTP headers
         # @option arguments [Hash] :body The inference payload
         #
-        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/inference.html
+        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/post-inference-api.html
         #
         def inference(arguments = {})
           request_opts = { endpoint: arguments[:endpoint] || "inference.inference" }
diff --git a/elasticsearch-api/lib/elasticsearch/api/actions/inference/put_model.rb b/elasticsearch-api/lib/elasticsearch/api/actions/inference/put_model.rb
index 322eec974d..3316943fb7 100644
--- a/elasticsearch-api/lib/elasticsearch/api/actions/inference/put_model.rb
+++ b/elasticsearch-api/lib/elasticsearch/api/actions/inference/put_model.rb
@@ -33,7 +33,7 @@ module Actions
         # @option arguments [Hash] :headers Custom HTTP headers
         # @option arguments [Hash] :body The model's task and service settings
         #
-        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/inference_put_model.html
+        # @see https://www.elastic.co/guide/en/elasticsearch/reference/8.11/put-inference-api.html
         #
         def put_model(arguments = {})
           request_opts = { endpoint: arguments[:endpoint] || "inference.put_model" }