diff --git a/x-pack/plugins/ml/package.json b/x-pack/plugins/ml/package.json
index a41e9e845063f..1ec697568a849 100644
--- a/x-pack/plugins/ml/package.json
+++ b/x-pack/plugins/ml/package.json
@@ -6,6 +6,6 @@
   "license": "Elastic-License",
   "scripts": {
     "build:apiDocScripts": "cd server/routes/apidoc_scripts && ../../../../../../node_modules/.bin/tsc",
-    "apiDocs": "yarn build:apiDocScripts && cd ./server/routes/ && ../../../../../node_modules/.bin/apidoc --parse-workers apischema=./apidoc_scripts/target/schema_worker.js --parse-parsers apischema=./apidoc_scripts/target/schema_parser.js --parse-filters apiversion=./apidoc_scripts/target/version_filter.js  -i . -o ../routes_doc && apidoc-markdown -p ../routes_doc -o ../routes_doc/ML_API.md -t ./apidoc_scripts/template.md"
+    "apiDocs": "yarn build:apiDocScripts && cd ./server/routes/ && ../../../../../node_modules/.bin/apidoc --parse-workers apischema=./apidoc_scripts/target/schema_worker.js --parse-parsers apischema=./apidoc_scripts/target/schema_parser.js --parse-filters apiversion=./apidoc_scripts/target/version_filter.js  -i . -o ../routes_doc && ../../../../../node_modules/.bin/apidoc-markdown -p ../routes_doc -o ../routes_doc/ML_API.md -t ./apidoc_scripts/template.md"
   }
 }
\ No newline at end of file
diff --git a/x-pack/plugins/ml/server/routes/apidoc.json b/x-pack/plugins/ml/server/routes/apidoc.json
index 780835e2a300b..8d6dd692cc130 100644
--- a/x-pack/plugins/ml/server/routes/apidoc.json
+++ b/x-pack/plugins/ml/server/routes/apidoc.json
@@ -148,6 +148,12 @@
     "InitializeJobSavedObjects",
     "AssignJobsToSpaces",
     "RemoveJobsFromSpaces",
-    "JobsSpaces"
+    "JobsSpaces",
+
+    "TrainedModels",
+    "GetTrainedModel",
+    "GetTrainedModelStats",
+    "GetTrainedModelPipelines",
+    "DeleteTrainedModel"
   ]
 }
diff --git a/x-pack/plugins/ml/server/routes/trained_models.ts b/x-pack/plugins/ml/server/routes/trained_models.ts
index 579f63e13328d..e9bd854864c2d 100644
--- a/x-pack/plugins/ml/server/routes/trained_models.ts
+++ b/x-pack/plugins/ml/server/routes/trained_models.ts
@@ -16,11 +16,11 @@ import { InferenceConfigResponse } from '../../common/types/trained_models';
 
 export function trainedModelsRoutes({ router, routeGuard }: RouteInitialization) {
   /**
-   * @apiGroup Inference
+   * @apiGroup TrainedModels
    *
    * @api {get} /api/ml/trained_models/:modelId Get info of a trained inference model
-   * @apiName GetInferenceModel
-   * @apiDescription Retrieves configuration information for a trained inference model.
+   * @apiName GetTrainedModel
+   * @apiDescription Retrieves configuration information for a trained model.
    */
   router.get(
     {
@@ -68,11 +68,11 @@ export function trainedModelsRoutes({ router, routeGuard }: RouteInitialization)
   );
 
   /**
-   * @apiGroup Inference
+   * @apiGroup TrainedModels
    *
-   * @api {get} /api/ml/trained_models/:modelId/_stats Get stats of a trained inference model
-   * @apiName GetInferenceModelStats
-   * @apiDescription Retrieves usage information for trained inference models.
+   * @api {get} /api/ml/trained_models/:modelId/_stats Get stats of a trained model
+   * @apiName GetTrainedModelStats
+   * @apiDescription Retrieves usage information for trained models.
    */
   router.get(
     {
@@ -100,11 +100,11 @@ export function trainedModelsRoutes({ router, routeGuard }: RouteInitialization)
   );
 
   /**
-   * @apiGroup Inference
+   * @apiGroup TrainedModels
    *
-   * @api {get} /api/ml/trained_models/:modelId/pipelines Get model pipelines
-   * @apiName GetModelPipelines
-   * @apiDescription Retrieves pipelines associated with a model
+   * @api {get} /api/ml/trained_models/:modelId/pipelines Get trained model pipelines
+   * @apiName GetTrainedModelPipelines
+   * @apiDescription Retrieves pipelines associated with a trained model
    */
   router.get(
     {
@@ -130,11 +130,11 @@ export function trainedModelsRoutes({ router, routeGuard }: RouteInitialization)
   );
 
   /**
-   * @apiGroup Inference
+   * @apiGroup TrainedModels
    *
-   * @api {delete} /api/ml/trained_models/:modelId Get stats of a trained inference model
-   * @apiName DeleteInferenceModel
-   * @apiDescription Deletes an existing trained inference model that is currently not referenced by an ingest pipeline.
+   * @api {delete} /api/ml/trained_models/:modelId Delete a trained model
+   * @apiName DeleteTrainedModel
+   * @apiDescription Deletes an existing trained model that is currently not referenced by an ingest pipeline.
    */
   router.delete(
     {