diff --git a/x-pack/plugins/ml/public/application/model_management/deployment_setup.tsx b/x-pack/plugins/ml/public/application/model_management/deployment_setup.tsx
index c3bd0394e19cc7..f7dfab58477185 100644
--- a/x-pack/plugins/ml/public/application/model_management/deployment_setup.tsx
+++ b/x-pack/plugins/ml/public/application/model_management/deployment_setup.tsx
@@ -239,7 +239,7 @@ export const DeploymentSetup: FC<DeploymentSetupProps> = ({
         description={
           <FormattedMessage
             id="xpack.ml.trainedModels.modelsList.startDeployment.numbersOfAllocationsHelp"
-            defaultMessage="Increase to improve throughput of all requests."
+            defaultMessage="Increase to improve document ingest throughput."
           />
         }
       >
@@ -282,7 +282,7 @@ export const DeploymentSetup: FC<DeploymentSetupProps> = ({
           description={
             <FormattedMessage
               id="xpack.ml.trainedModels.modelsList.startDeployment.threadsPerAllocationHelp"
-              defaultMessage="Increase to improve latency for each request."
+              defaultMessage="Increase to improve inference latency."
             />
           }
         >
diff --git a/x-pack/plugins/ml/public/application/model_management/test_models/models/text_classification/lang_ident_inference.ts b/x-pack/plugins/ml/public/application/model_management/test_models/models/text_classification/lang_ident_inference.ts
index 198d30f42b6777..5a96b1ddcf67ba 100644
--- a/x-pack/plugins/ml/public/application/model_management/test_models/models/text_classification/lang_ident_inference.ts
+++ b/x-pack/plugins/ml/public/application/model_management/test_models/models/text_classification/lang_ident_inference.ts
@@ -23,7 +23,8 @@ export class LangIdentInference extends InferenceBase<TextClassificationResponse
   );
   protected info = [
     i18n.translate('xpack.ml.trainedModels.testModelsFlyout.langIdent.info1', {
-      defaultMessage: 'Test how well the model identifies the language of your text.',
+      defaultMessage:
+        'Test how well the model identifies the language of your text. The model is more accurate with longer text.',
     }),
   ];