diff --git a/source/use_case/ad/usecase.cmake b/source/use_case/ad/usecase.cmake
new file mode 100644
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+++ b/source/use_case/ad/usecase.cmake
@@ -0,0 +1,111 @@
+#----------------------------------------------------------------------------
+#  Copyright (c) 2021 Arm Limited. All rights reserved.
+#  SPDX-License-Identifier: Apache-2.0
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#----------------------------------------------------------------------------
+
+# If the path to a directory or source file has been defined,
+# get the type here (FILEPATH or PATH):
+if (DEFINED ${use_case}_FILE_PATH)
+    get_path_type(${${use_case}_FILE_PATH} PATH_TYPE)
+
+    # Set the default type if path is not a dir or file path (or undefined)
+    if (NOT ${PATH_TYPE} STREQUAL PATH AND NOT ${PATH_TYPE} STREQUAL FILEPATH)
+        message(FATAL_ERROR "Invalid ${use_case}_FILE_PATH. It should be a dir or file path.")
+    endif()
+else()
+    # Default is a directory path
+    set(PATH_TYPE PATH)
+endif()
+
+message(STATUS "${use_case}_FILE_PATH is of type: ${PATH_TYPE}")
+
+USER_OPTION(${use_case}_FILE_PATH "Directory with custom WAV input files, or path to a single input WAV file, to use in the evaluation application."
+    ${CMAKE_CURRENT_SOURCE_DIR}/resources/${use_case}/samples/
+    ${PATH_TYPE})
+
+USER_OPTION(${use_case}_AUDIO_RATE "Specify the target sampling rate. Default is 16000."
+    16000
+    STRING)
+
+USER_OPTION(${use_case}_AUDIO_MONO "Specify if the audio needs to be converted to mono. Default is ON."
+    ON
+    BOOL)
+
+USER_OPTION(${use_case}_AUDIO_OFFSET "Specify the offset to start reading after this time (in seconds). Default is 0."
+    0
+    STRING)
+
+USER_OPTION(${use_case}_AUDIO_DURATION "Specify the audio duration to load (in seconds). If set to 0 the entire audio will be processed."
+    0
+    STRING)
+
+USER_OPTION(${use_case}_AUDIO_RES_TYPE "Specify re-sampling algorithm to use. By default is 'kaiser_best'."
+    kaiser_best
+    STRING)
+
+USER_OPTION(${use_case}_AUDIO_MIN_SAMPLES "Specify the minimum number of samples to use. By default is amount needed to do one inference,
+                                           if the audio is shorter then it will be automatically padded."
+    33280
+    STRING)
+
+USER_OPTION(${use_case}_MODEL_SCORE_THRESHOLD "Specify the score threshold for a result to be deemed anomalous."
+    -0.8
+    STRING)
+
+generate_audio_code(${${use_case}_FILE_PATH} ${SRC_GEN_DIR} ${INC_GEN_DIR}
+        ${${use_case}_AUDIO_RATE}
+        ${${use_case}_AUDIO_MONO}
+        ${${use_case}_AUDIO_OFFSET}
+        ${${use_case}_AUDIO_DURATION}
+        ${${use_case}_AUDIO_RES_TYPE}
+        ${${use_case}_AUDIO_MIN_SAMPLES})
+
+USER_OPTION(${use_case}_ACTIVATION_BUF_SZ "Activation buffer size for the chosen model"
+        0x00200000
+        STRING)
+
+# If there is no tflite file pointed to
+if (NOT DEFINED ${use_case}_MODEL_TFLITE_PATH)
+
+    set(MODEL_RESOURCES_DIR     ${DOWNLOAD_DEP_DIR}/${use_case})
+    file(MAKE_DIRECTORY         ${MODEL_RESOURCES_DIR})
+    set(MODEL_FILENAME          ad_med_nov11_int8.tflite)
+    set(DEFAULT_MODEL_PATH      ${MODEL_RESOURCES_DIR}/${MODEL_FILENAME})
+
+    # TODO: Download the model here for this use case when available on Model Zoo.
+    # For now we write a place holder file.
+    file(WRITE ${DEFAULT_MODEL_PATH} "Placeholder")
+else()
+    set(DEFAULT_MODEL_PATH  "N/A")
+endif()
+
+set(EXTRA_MODEL_CODE
+    "/* Model parameters for ${use_case} */"
+    "extern const int       g_FrameLength = 1024"
+    "extern const int       g_FrameStride = 512"
+    "extern const float     g_ScoreThreshold = ${${use_case}_MODEL_SCORE_THRESHOLD}"
+    "extern const float     g_TrainingMean = -30"
+    )
+
+USER_OPTION(${use_case}_MODEL_TFLITE_PATH "NN models file to be used in the evaluation application. Model files must be in tflite format."
+        ${DEFAULT_MODEL_PATH}
+        FILEPATH)
+
+# Generate model file
+generate_tflite_code(
+        MODEL_PATH ${${use_case}_MODEL_TFLITE_PATH}
+        DESTINATION ${SRC_GEN_DIR}
+        EXPRESSIONS ${EXTRA_MODEL_CODE}
+)