diff --git a/src/inference/dev_api/blob_transform.hpp b/src/inference/dev_api/blob_transform.hpp
index 804c925bb82..24493928028 100644
--- a/src/inference/dev_api/blob_transform.hpp
+++ b/src/inference/dev_api/blob_transform.hpp
@@ -12,6 +12,7 @@
 #include "ie_api.h"
 #include "ie_blob.h"
 
+IE_SUPPRESS_DEPRECATED_START
 namespace InferenceEngine {
 
 /**
@@ -24,3 +25,4 @@ namespace InferenceEngine {
 INFERENCE_ENGINE_API_CPP(void) blob_copy(Blob::Ptr src, Blob::Ptr dst);
 
 }  // namespace InferenceEngine
+IE_SUPPRESS_DEPRECATED_END
diff --git a/src/inference/dev_api/cpp_interfaces/interface/ie_ivariable_state_internal.hpp b/src/inference/dev_api/cpp_interfaces/interface/ie_ivariable_state_internal.hpp
index 134c7cf64fd..a2a0aabf997 100644
--- a/src/inference/dev_api/cpp_interfaces/interface/ie_ivariable_state_internal.hpp
+++ b/src/inference/dev_api/cpp_interfaces/interface/ie_ivariable_state_internal.hpp
@@ -77,6 +77,7 @@ using SoIVariableStateInternal = ov::SoPtr<IVariableStateInternal>;
  * @brief For compatibility reasons.
  */
 using MemoryStateInternal = IVariableStateInternal;
+
 IE_SUPPRESS_DEPRECATED_END
 
 }  // namespace InferenceEngine
diff --git a/src/inference/include/ie/ie_blob.h b/src/inference/include/ie/ie_blob.h
index b2e50de49ff..18a83ecc68f 100644
--- a/src/inference/include/ie/ie_blob.h
+++ b/src/inference/include/ie/ie_blob.h
@@ -9,6 +9,16 @@
  */
 #pragma once
 
+#if !defined(IN_OV_COMPONENT) && !defined(IE_LEGACY_HEADER_INCLUDED)
+#    define IE_LEGACY_HEADER_INCLUDED
+#    ifdef _MSC_VER
+#        pragma message( \
+            "The Inference Engine API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
+#    else
+#        warning("The Inference Engine API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
+#    endif
+#endif
+
 #include <cstring>
 #include <functional>
 #include <map>
@@ -35,7 +45,7 @@ IE_SUPPRESS_DEPRECATED_START
  *
  * @note Each Blob implementation must be derived from this Blob class directly or indirectly
  */
-class INFERENCE_ENGINE_API_CLASS(Blob) {
+class INFERENCE_ENGINE_1_0_DEPRECATED INFERENCE_ENGINE_API_CLASS(Blob) {
 public:
     /**
      * @brief A smart pointer containing Blob object
@@ -287,7 +297,7 @@ protected:
 template <typename T,
           typename std::enable_if<!std::is_pointer<T>::value && !std::is_reference<T>::value, int>::type = 0,
           typename std::enable_if<std::is_base_of<Blob, T>::value, int>::type = 0>
-std::shared_ptr<T> as(const Blob::Ptr& blob) noexcept {
+INFERENCE_ENGINE_1_0_DEPRECATED std::shared_ptr<T> as(const Blob::Ptr& blob) noexcept {
     return std::dynamic_pointer_cast<T>(blob);
 }
 
@@ -300,7 +310,7 @@ std::shared_ptr<T> as(const Blob::Ptr& blob) noexcept {
 template <typename T,
           typename std::enable_if<!std::is_pointer<T>::value && !std::is_reference<T>::value, int>::type = 0,
           typename std::enable_if<std::is_base_of<Blob, T>::value, int>::type = 0>
-std::shared_ptr<const T> as(const Blob::CPtr& blob) noexcept {
+INFERENCE_ENGINE_1_0_DEPRECATED std::shared_ptr<const T> as(const Blob::CPtr& blob) noexcept {
     return std::dynamic_pointer_cast<const T>(blob);
 }
 
@@ -311,7 +321,7 @@ std::shared_ptr<const T> as(const Blob::CPtr& blob) noexcept {
  * @note Any Blob implementation that represents a concept of a tensor in memory (for example,
  * TBlob) must be a subclass of MemoryBlob instead of Blob
  */
-class INFERENCE_ENGINE_API_CLASS(MemoryBlob) : public Blob {
+class INFERENCE_ENGINE_1_0_DEPRECATED INFERENCE_ENGINE_API_CLASS(MemoryBlob) : public Blob {
 public:
     /**
      * @brief A smart pointer to the MemoryBlob object
@@ -510,7 +520,7 @@ using BlobMap = std::map<std::string, Blob::Ptr>;
  * @brief Represents real host memory allocated for a Tensor/Blob per C type.
  */
 template <typename T, typename = std::enable_if<std::is_standard_layout<T>::value && std::is_trivial<T>::value>>
-class TBlob : public MemoryBlob {
+class INFERENCE_ENGINE_1_0_DEPRECATED TBlob : public MemoryBlob {
     template <typename, typename>
     friend class TBlob;
 
@@ -835,7 +845,8 @@ extern template class INFERENCE_ENGINE_API_CLASS(InferenceEngine::TBlob<char>);
  * @return A shared pointer to the newly created blob of the given type
  */
 template <typename Type>
-inline typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(const TensorDesc& tensorDesc) {
+inline INFERENCE_ENGINE_1_0_DEPRECATED typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(
+    const TensorDesc& tensorDesc) {
     if (!tensorDesc.getPrecision().hasStorageType<Type>())
         IE_THROW() << "Cannot make shared blob! "
                    << "The blob type cannot be used to store objects of current precision";
@@ -852,9 +863,8 @@ inline typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(const TensorD
  * @return A shared pointer to the newly created blob of the given type
  */
 template <typename Type>
-inline typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(const TensorDesc& tensorDesc,
-                                                                   Type* ptr,
-                                                                   size_t size = 0) {
+inline INFERENCE_ENGINE_1_0_DEPRECATED typename InferenceEngine::TBlob<Type>::Ptr
+make_shared_blob(const TensorDesc& tensorDesc, Type* ptr, size_t size = 0) {
     if (!tensorDesc.getPrecision().hasStorageType<Type>())
         IE_THROW() << "Cannot make shared blob! "
                    << "The blob type cannot be used to store objects of current precision";
@@ -870,7 +880,7 @@ inline typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(const TensorD
  * @return A shared pointer to the newly created blob of the given type
  */
 template <typename Type>
-inline typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(
+inline INFERENCE_ENGINE_1_0_DEPRECATED typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(
     const TensorDesc& tensorDesc,
     const std::shared_ptr<InferenceEngine::IAllocator>& alloc) {
     if (!tensorDesc.getPrecision().hasStorageType<Type>())
@@ -887,7 +897,8 @@ inline typename InferenceEngine::TBlob<Type>::Ptr make_shared_blob(
  * @return A shared pointer to the newly created blob of the given type
  */
 template <typename TypeTo>
-inline typename InferenceEngine::TBlob<TypeTo>::Ptr make_shared_blob(const TBlob<TypeTo>& arg) {
+inline INFERENCE_ENGINE_1_0_DEPRECATED typename InferenceEngine::TBlob<TypeTo>::Ptr make_shared_blob(
+    const TBlob<TypeTo>& arg) {
     return std::make_shared<InferenceEngine::TBlob<TypeTo>>(arg);
 }
 
@@ -898,7 +909,7 @@ inline typename InferenceEngine::TBlob<TypeTo>::Ptr make_shared_blob(const TBlob
  * @return A shared pointer to the newly created Blob object
  */
 template <typename T, typename... Args, typename std::enable_if<std::is_base_of<Blob, T>::value, int>::type = 0>
-std::shared_ptr<T> make_shared_blob(Args&&... args) {
+INFERENCE_ENGINE_1_0_DEPRECATED std::shared_ptr<T> make_shared_blob(Args&&... args) {
     return std::make_shared<T>(std::forward<Args>(args)...);
 }
 
@@ -909,7 +920,8 @@ std::shared_ptr<T> make_shared_blob(Args&&... args) {
  * @param roi A ROI object inside of the original blob.
  * @return A shared pointer to the newly created blob.
  */
-INFERENCE_ENGINE_API_CPP(Blob::Ptr) make_shared_blob(const Blob::Ptr& inputBlob, const ROI& roi);
+INFERENCE_ENGINE_1_0_DEPRECATED INFERENCE_ENGINE_API_CPP(Blob::Ptr)
+    make_shared_blob(const Blob::Ptr& inputBlob, const ROI& roi);
 
 /**
  * @brief Creates a blob describing given ROI object based on the given blob with pre-allocated memory.
@@ -919,8 +931,8 @@ INFERENCE_ENGINE_API_CPP(Blob::Ptr) make_shared_blob(const Blob::Ptr& inputBlob,
  * @param end A ROI object end coordinate inside of the original blob.
  * @return A shared pointer to the newly created blob.
  */
-INFERENCE_ENGINE_API_CPP(Blob::Ptr)
-make_shared_blob(const Blob::Ptr& inputBlob, const std::vector<size_t>& begin, const std::vector<size_t>& end);
+INFERENCE_ENGINE_1_0_DEPRECATED INFERENCE_ENGINE_API_CPP(Blob::Ptr)
+    make_shared_blob(const Blob::Ptr& inputBlob, const std::vector<size_t>& begin, const std::vector<size_t>& end);
 
 IE_SUPPRESS_DEPRECATED_END
 }  // namespace InferenceEngine
diff --git a/src/inference/include/ie/ie_remote_blob.hpp b/src/inference/include/ie/ie_remote_blob.hpp
index df4889bb407..ad241b256ea 100644
--- a/src/inference/include/ie/ie_remote_blob.hpp
+++ b/src/inference/include/ie/ie_remote_blob.hpp
@@ -9,6 +9,16 @@
  */
 #pragma once
 
+#if !defined(IN_OV_COMPONENT) && !defined(IE_LEGACY_HEADER_INCLUDED)
+#    define IE_LEGACY_HEADER_INCLUDED
+#    ifdef _MSC_VER
+#        pragma message( \
+            "The Inference Engine API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
+#    else
+#        warning("The Inference Engine API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
+#    endif
+#endif
+
 #include <map>
 #include <memory>
 #include <string>
@@ -24,7 +34,7 @@ class RemoteContext;
  * @brief This class represents an Inference Engine abstraction to the memory allocated
  * on the remote (non-CPU) accelerator device
  */
-class RemoteBlob : public MemoryBlob {
+class INFERENCE_ENGINE_1_0_DEPRECATED RemoteBlob : public MemoryBlob {
 public:
     /**
      * @brief A smart pointer to the RemoteBlob object
diff --git a/src/inference/include/ie/ie_remote_context.hpp b/src/inference/include/ie/ie_remote_context.hpp
index bf025b8fb2f..5485b278d4a 100644
--- a/src/inference/include/ie/ie_remote_context.hpp
+++ b/src/inference/include/ie/ie_remote_context.hpp
@@ -9,6 +9,16 @@
  */
 #pragma once
 
+#if !defined(IN_OV_COMPONENT) && !defined(IE_LEGACY_HEADER_INCLUDED)
+#    define IE_LEGACY_HEADER_INCLUDED
+#    ifdef _MSC_VER
+#        pragma message( \
+            "The Inference Engine API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
+#    else
+#        warning("The Inference Engine API is deprecated and will be removed in the 2024.0 release. For instructions on transitioning to the new API, please refer to https://docs.openvino.ai/latest/openvino_2_0_transition_guide.html")
+#    endif
+#endif
+
 #include <map>
 #include <memory>
 #include <string>
@@ -25,7 +35,8 @@ IE_SUPPRESS_DEPRECATED_START
  * Such context represents a scope on the device within which executable
  * networks and remote memory blobs can exist, function and exchange data.
  */
-class INFERENCE_ENGINE_API_CLASS(RemoteContext) : public std::enable_shared_from_this<RemoteContext> {
+class INFERENCE_ENGINE_1_0_DEPRECATED INFERENCE_ENGINE_API_CLASS(RemoteContext)
+    : public std::enable_shared_from_this<RemoteContext> {
 public:
     /**
      * @brief A smart pointer to the RemoteContext object
@@ -139,7 +150,8 @@ public:
  * @param ctx Pointer to the plugin object derived from RemoteContext.
  * @return A pointer to plugin object that implements RemoteBlob interface.
  */
-inline RemoteBlob::Ptr make_shared_blob(const TensorDesc& desc, RemoteContext::Ptr ctx) {
+inline INFERENCE_ENGINE_1_0_DEPRECATED RemoteBlob::Ptr make_shared_blob(const TensorDesc& desc,
+                                                                        RemoteContext::Ptr ctx) {
     return ctx->CreateBlob(desc);
 }
 
diff --git a/src/inference/src/dev/make_tensor.hpp b/src/inference/src/dev/make_tensor.hpp
index 4472a6a0dd3..88c338a096b 100644
--- a/src/inference/src/dev/make_tensor.hpp
+++ b/src/inference/src/dev/make_tensor.hpp
@@ -43,10 +43,12 @@ std::shared_ptr<ITensor> make_tensor(const std::shared_ptr<ITensor>& other,
                                      const Coordinate& begin,
                                      const Coordinate& end);
 
+IE_SUPPRESS_DEPRECATED_START
 /** @cond INTERNAL */
 std::shared_ptr<ITensor> make_tensor(const std::shared_ptr<InferenceEngine::Blob>& tensor);
 
 std::shared_ptr<InferenceEngine::Blob> tensor_to_blob(const std::shared_ptr<ITensor>& tensor);
 /** @endcond */
 
+IE_SUPPRESS_DEPRECATED_END
 }  // namespace ov
diff --git a/src/tests/ie_test_utils/common_test_utils/test_assertions.hpp b/src/tests/ie_test_utils/common_test_utils/test_assertions.hpp
index 8c5e9e36e76..b83c1cec080 100644
--- a/src/tests/ie_test_utils/common_test_utils/test_assertions.hpp
+++ b/src/tests/ie_test_utils/common_test_utils/test_assertions.hpp
@@ -85,6 +85,7 @@ inline bool strDoesnotContain(const std::string & str, const std::string & subst
         FAIL() << "Unknown exception";                                    \
     }
 
+IE_SUPPRESS_DEPRECATED_START
 inline void compare_blob(InferenceEngine::Blob::Ptr lhs, InferenceEngine::Blob::Ptr rhs) {
     ASSERT_EQ(lhs.get(), rhs.get());
     //TODO: add blob specific comparison for general case
@@ -97,7 +98,6 @@ inline void compare_dims(const InferenceEngine::SizeVector & lhs, const Inferenc
     }
 }
 
-IE_SUPPRESS_DEPRECATED_START
 inline void compare_data(const InferenceEngine::Data & lhs, const InferenceEngine::Data & rhs) {
     ASSERT_DIMS_EQ(lhs.getDims(), rhs.getDims());
     ASSERT_STREQ(lhs.getName().c_str(), rhs.getName().c_str());