diff --git a/inference-engine/src/offline_transformations/src/moc_transformations.cpp b/inference-engine/src/offline_transformations/src/moc_transformations.cpp
index eec2491a28edbf..35f4a575c15c74 100644
--- a/inference-engine/src/offline_transformations/src/moc_transformations.cpp
+++ b/inference-engine/src/offline_transformations/src/moc_transformations.cpp
@@ -5,10 +5,16 @@
 #include <memory>
 
 #include "moc_transformations.hpp"
+#include "pruning.hpp"
 
+#include <ngraph/pass/manager.hpp>
 
 NGRAPH_RTTI_DEFINITION(ngraph::pass::MOCTransformations, "MOCTransformations", 0);
 
-bool ngraph::pass::MOCTransformations::run_on_function(std::shared_ptr<ngraph::Function>) {
+bool ngraph::pass::MOCTransformations::run_on_function(std::shared_ptr<ngraph::Function> f) {
+    ngraph::pass::Manager m(get_pass_config());
+    m.register_pass<Pruning>();
+    m.run_passes(f);
+
     return false;
 }
\ No newline at end of file
diff --git a/model-optimizer/mo/back/offline_transformations.py b/model-optimizer/mo/back/offline_transformations.py
index ee8905356acd1a..a363a1ca250756 100644
--- a/model-optimizer/mo/back/offline_transformations.py
+++ b/model-optimizer/mo/back/offline_transformations.py
@@ -35,6 +35,7 @@ def apply_offline_transformations(input_model: str, framework: str, transforms:
 
         available_transformations[name](net, **args)
 
+    ApplyMOCTransformations(net, False)
     net.serialize(input_model + ".xml", input_model + ".bin")
     path_to_mapping = input_model + ".mapping"
     GenerateMappingFile(net, path_to_mapping.encode('utf-8'), extract_names)