diff --git a/script/make_utils/run_use_case_examples.sh b/script/make_utils/run_use_case_examples.sh
index 11a9a2fa73..7b99d8d200 100755
--- a/script/make_utils/run_use_case_examples.sh
+++ b/script/make_utils/run_use_case_examples.sh
@@ -7,15 +7,14 @@ use_case_dir="${current_dir}/${use_case_dir_name}"
 
 check_directory_exists() {
     if [ ! -d "$1" ]; then
-        echo "Error: '$use_case_dir_name' directory must be present in the Concrete ML source root."
+        echo "Error: Directory '${1}' not found."
         exit 1
     fi
 }
 
 check_clean_git_status() {
     if git ls-files --others --exclude-standard | grep -q "$1"; then
-        echo "Error: This script must be run in a clean clone of the Concrete ML repo."
-        echo "Untracked files detected in $1."
+        echo "Error: The repository is not clean. Untracked files found in $1."
         echo "List untracked files with: git ls-files --others --exclude-standard | grep $1"
         echo "Remove untracked files with: git clean -fdx $1"
         exit 1
@@ -24,23 +23,30 @@ check_clean_git_status() {
 
 setup_virtualenv() {
     local venv_path="/tmp/virtualenv_$1"
-    echo "Setting up virtual environment for $1..."
-    rm -rf "$venv_path"  # Ensure a clean environment
+    echo "Setting up virtual environment in $venv_path..."
     python3 -m venv "$venv_path"
     source "${venv_path}/bin/activate"
-    echo "Virtual environment created at $venv_path."
+    echo "Virtual environment activated."
 }
 
 install_concrete_ml() {
     pip install -U pip setuptools wheel
-    pip install -e . || return 1
-    echo "Concrete ML installed."
+    if pip install -e .; then
+        echo "Concrete ML installation successful."
+    else
+        echo "Failed to install Concrete ML."
+        return 1
+    fi
 }
 
 install_requirements() {
     if [ -f "requirements.txt" ]; then
-        pip install -r requirements.txt || return 1
-        echo "Requirements installed."
+        if pip install -r requirements.txt; then
+            echo "Requirements installed successfully."
+        else
+            echo "Failed to install requirements."
+            return 1
+        fi
     fi
 }
 
@@ -49,38 +55,44 @@ run_example() {
     local example_name=$(basename "$example_dir")
 
     if [ ! -f "${example_dir}/Makefile" ]; then
+        echo "No Makefile found in $example_dir, skipping..."
         return
     fi
 
-    echo "*** Processing example $example_name ***"
+    echo "*** Running example: $example_name ***"
     setup_virtualenv "$example_name"
-    cd "$current_dir" || return
     install_concrete_ml || return
-    cd "$example_dir" || return
     install_requirements || return
 
     set +e
-    USE_CASE_DIR=$use_case_dir make 3>&2 2>&1 1>&3- | tee /dev/tty | perl -pe 's/\e[^\[\]]*\[.*?[a-zA-Z]|\].*?\a//g'
+    if [ -t 1 ]; then
+        USE_CASE_DIR=$use_case_dir make 3>&2 2>&1 1>&3- | tee /dev/tty | perl -pe 's/\e[^\[\]]*\[.*?[a-zA-Z]|\].*?\a//g'
+    else
+        USE_CASE_DIR=$use_case_dir make 3>&2 2>&1 1>&3- | perl -pe 's/\e[^\[\]]*\[.*?[a-zA-Z]|\].*?\a//g'
+    fi
+
     local result="${PIPESTATUS[0]}"
     set -e
+
     if [ "$result" -ne 0 ]; then
-        echo "Error while running example $example_name."
+        echo "Failure in example $example_name."
         failed_examples+=("$example_name")
     else
+        echo "Successfully completed example $example_name."
         success_examples+=("$example_name")
     fi
+
     deactivate
     rm -rf "/tmp/virtualenv_$example_name"
 }
 
 print_summary() {
-    echo
-    echo "Summary:"
-    echo "Successes: ${#success_examples[@]}"
+    echo "Summary of execution results:"
+    echo "Successful examples: ${#success_examples[@]}"
     for example in "${success_examples[@]}"; do
         echo "  - $example"
     done
-    echo "Failures: ${#failed_examples[@]}"
+    echo "Failed examples: ${#failed_examples[@]}"
     for example in "${failed_examples[@]}"; do
         echo "  - $example"
     done
@@ -93,6 +105,7 @@ main() {
     declare -a success_examples
     declare -a failed_examples
 
+    local LIST_OF_USE_CASES=()
     if [[ -z "${USE_CASE}" ]]; then
         LIST_OF_USE_CASES=($(find "$use_case_dir/" -mindepth 1 -maxdepth 2 -type d | grep -v checkpoints | sort))
     else
diff --git a/use_case_examples/cifar/cifar_brevitas_training/Makefile b/use_case_examples/cifar/cifar_brevitas_training/Makefile
index 840146c7a1..26f0c96bb6 100644
--- a/use_case_examples/cifar/cifar_brevitas_training/Makefile
+++ b/use_case_examples/cifar/cifar_brevitas_training/Makefile
@@ -6,7 +6,10 @@ EXAMPLE_NAME=cifar_brevitas_training
 JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
 TIME_NB="${USE_CASE_DIR}/time_notebook_execution.sh"
 
-run_example: one
+run_example: one two
 
 one:
 	@python evaluate_one_example_fhe.py
+
+two:
+	@python evaluate_torch_cml.py
\ No newline at end of file