diff --git a/rest-api-spec/src/main/resources/rest-api-spec/api/ml.infer_trained_model_deployment.json b/rest-api-spec/src/main/resources/rest-api-spec/api/ml.infer_trained_model_deployment.json
index d0c43dbb45659..cc47b53691601 100644
--- a/rest-api-spec/src/main/resources/rest-api-spec/api/ml.infer_trained_model_deployment.json
+++ b/rest-api-spec/src/main/resources/rest-api-spec/api/ml.infer_trained_model_deployment.json
@@ -1,7 +1,7 @@
 {
   "ml.infer_trained_model_deployment":{
     "documentation":{
-      "url":"https://www.elastic.co/guide/en/elasticsearch/reference/current/ml-infer-trained-model-deployment.html",
+      "url":"https://www.elastic.co/guide/en/elasticsearch/reference/current/ml-df-analytics-apis.html",
       "description":"Evaluate a trained model."
     },
     "stability":"experimental",
diff --git a/rest-api-spec/src/main/resources/rest-api-spec/api/ml.start_trained_model_deployment.json b/rest-api-spec/src/main/resources/rest-api-spec/api/ml.start_trained_model_deployment.json
index eada6bf35c276..f14ea92d475e8 100644
--- a/rest-api-spec/src/main/resources/rest-api-spec/api/ml.start_trained_model_deployment.json
+++ b/rest-api-spec/src/main/resources/rest-api-spec/api/ml.start_trained_model_deployment.json
@@ -1,7 +1,7 @@
 {
   "ml.start_trained_model_deployment":{
     "documentation":{
-      "url":"https://www.elastic.co/guide/en/elasticsearch/reference/current/ml-start-trained-model-deployment.html",
+      "url":"https://www.elastic.co/guide/en/elasticsearch/reference/current/ml-df-analytics-apis.html",
       "description":"Start a trained model deployment."
     },
     "stability":"experimental",
diff --git a/rest-api-spec/src/main/resources/rest-api-spec/api/ml.stop_trained_model_deployment.json b/rest-api-spec/src/main/resources/rest-api-spec/api/ml.stop_trained_model_deployment.json
index fcc6f05899a0b..0c46615d9bf6d 100644
--- a/rest-api-spec/src/main/resources/rest-api-spec/api/ml.stop_trained_model_deployment.json
+++ b/rest-api-spec/src/main/resources/rest-api-spec/api/ml.stop_trained_model_deployment.json
@@ -1,7 +1,7 @@
 {
   "ml.stop_trained_model_deployment":{
     "documentation":{
-      "url":"https://www.elastic.co/guide/en/elasticsearch/reference/current/stop-trained-model-deployment.html",
+      "url":"https://www.elastic.co/guide/en/elasticsearch/reference/current/ml-df-analytics-apis.html",
       "description":"Stop a trained model deployment."
     },
     "stability":"experimental",