diff --git a/cm-mlops/script/app-mlperf-inference-nvidia-harness/README-extra.md b/cm-mlops/script/app-mlperf-inference-nvidia/README-extra.md
similarity index 100%
rename from cm-mlops/script/app-mlperf-inference-nvidia-harness/README-extra.md
rename to cm-mlops/script/app-mlperf-inference-nvidia/README-extra.md
diff --git a/cm-mlops/script/app-mlperf-inference-nvidia-harness/README.md b/cm-mlops/script/app-mlperf-inference-nvidia/README.md
similarity index 100%
rename from cm-mlops/script/app-mlperf-inference-nvidia-harness/README.md
rename to cm-mlops/script/app-mlperf-inference-nvidia/README.md
diff --git a/cm-mlops/script/app-mlperf-inference-nvidia-harness/_cm.yaml b/cm-mlops/script/app-mlperf-inference-nvidia/_cm.yaml
similarity index 98%
rename from cm-mlops/script/app-mlperf-inference-nvidia-harness/_cm.yaml
rename to cm-mlops/script/app-mlperf-inference-nvidia/_cm.yaml
index a66c1e006a..4dd1af8a70 100644
--- a/cm-mlops/script/app-mlperf-inference-nvidia-harness/_cm.yaml
+++ b/cm-mlops/script/app-mlperf-inference-nvidia/_cm.yaml
@@ -1,5 +1,5 @@
 # Identification of this CM script
-alias: app-mlperf-inference-nvidia-harness
+alias: app-mlperf-inference-nvidia
 uid: bf62405e6c7a44bf
 
 automation_alias: script
diff --git a/cm-mlops/script/app-mlperf-inference-nvidia-harness/customize.py b/cm-mlops/script/app-mlperf-inference-nvidia/customize.py
similarity index 100%
rename from cm-mlops/script/app-mlperf-inference-nvidia-harness/customize.py
rename to cm-mlops/script/app-mlperf-inference-nvidia/customize.py
diff --git a/cm-mlops/script/app-mlperf-inference-nvidia-harness/src/main_default.cc b/cm-mlops/script/app-mlperf-inference-nvidia/src/main_default.cc
similarity index 100%
rename from cm-mlops/script/app-mlperf-inference-nvidia-harness/src/main_default.cc
rename to cm-mlops/script/app-mlperf-inference-nvidia/src/main_default.cc
diff --git a/cm-mlops/script/app-mlperf-image-classification-cpp/README.md b/cm-mlops/script/app-mlperf-inference-tflite-cpp/README.md
similarity index 100%
rename from cm-mlops/script/app-mlperf-image-classification-cpp/README.md
rename to cm-mlops/script/app-mlperf-inference-tflite-cpp/README.md
diff --git a/cm-mlops/script/app-mlperf-image-classification-cpp/_cm.json b/cm-mlops/script/app-mlperf-inference-tflite-cpp/_cm.json
similarity index 98%
rename from cm-mlops/script/app-mlperf-image-classification-cpp/_cm.json
rename to cm-mlops/script/app-mlperf-inference-tflite-cpp/_cm.json
index f66c82f1b9..65c0810154 100644
--- a/cm-mlops/script/app-mlperf-image-classification-cpp/_cm.json
+++ b/cm-mlops/script/app-mlperf-inference-tflite-cpp/_cm.json
@@ -1,5 +1,5 @@
 {
-  "alias": "app-mlperf-image-classification-cpp",
+  "alias": "app-mlperf-inference-tflite-cpp",
   "automation_alias": "script",
   "automation_uid": "5b4e0237da074764",
   "category": "Modular MLPerf benchmarks",
diff --git a/cm-mlops/script/app-mlperf-image-classification-cpp/customize.py b/cm-mlops/script/app-mlperf-inference-tflite-cpp/customize.py
similarity index 100%
rename from cm-mlops/script/app-mlperf-image-classification-cpp/customize.py
rename to cm-mlops/script/app-mlperf-inference-tflite-cpp/customize.py
diff --git a/cm-mlops/script/app-mlperf-image-classification-cpp/inc/benchmark.h b/cm-mlops/script/app-mlperf-inference-tflite-cpp/inc/benchmark.h
similarity index 100%
rename from cm-mlops/script/app-mlperf-image-classification-cpp/inc/benchmark.h
rename to cm-mlops/script/app-mlperf-inference-tflite-cpp/inc/benchmark.h
diff --git a/cm-mlops/script/app-mlperf-image-classification-cpp/src/classification.cpp b/cm-mlops/script/app-mlperf-inference-tflite-cpp/src/classification.cpp
similarity index 100%
rename from cm-mlops/script/app-mlperf-image-classification-cpp/src/classification.cpp
rename to cm-mlops/script/app-mlperf-inference-tflite-cpp/src/classification.cpp
diff --git a/cm-mlops/script/app-mlperf-inference/_cm.yaml b/cm-mlops/script/app-mlperf-inference/_cm.yaml
index c1ae6bf6ec..3670b3d2b4 100644
--- a/cm-mlops/script/app-mlperf-inference/_cm.yaml
+++ b/cm-mlops/script/app-mlperf-inference/_cm.yaml
@@ -108,7 +108,7 @@ deps:
 
 # Variations to customize dependencies
 variations:
-  # Implementation (cpp, python, nvidia, tflite-cpp)
+  # Implementation (cpp, reference/python, nvidia, tflite-cpp)
   cpp:
     group:
       implementation
@@ -343,6 +343,7 @@ variations:
     add_deps_recursive:
       mlperf-inference-implementation:
         tags: _onnxruntime
+
   tf:
     group: backend
     env:
@@ -351,6 +352,7 @@ variations:
     add_deps_recursive:
       mlperf-inference-implementation:
         tags: _tf
+
   pytorch:
     group: backend
     env:
@@ -359,6 +361,7 @@ variations:
     add_deps_recursive:
       mlperf-inference-implementation:
         tags: _pytorch
+
   deepsparse:
     group: backend
     env:
@@ -367,6 +370,7 @@ variations:
     add_deps_recursive:
       mlperf-inference-implementation:
         tags: _deepsparse
+
   tflite:
     group: backend
     env:
@@ -374,6 +378,7 @@ variations:
     add_deps_recursive:
       mlperf-inference-implementation:
         tags: _tflite
+
   tvm-onnx:
     group: backend
     env:
@@ -381,6 +386,7 @@ variations:
     add_deps_recursive:
       mlperf-inference-implementation:
         tags: _tvm-onnx
+
   tvm-pytorch:
     group: backend
     env: