diff --git a/src/bindings/python/src/pyopenvino/core/common.cpp b/src/bindings/python/src/pyopenvino/core/common.cpp
index b78d3ea4c37..7b473929a63 100644
--- a/src/bindings/python/src/pyopenvino/core/common.cpp
+++ b/src/bindings/python/src/pyopenvino/core/common.cpp
@@ -8,6 +8,7 @@
 
 #include "Python.h"
 #include "openvino/core/except.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 #include "openvino/util/common_util.hpp"
 
 #define C_CONTIGUOUS py::detail::npy_api::constants::NPY_ARRAY_C_CONTIGUOUS_
@@ -170,13 +171,12 @@ ov::op::v0::Constant create_copied(ov::Tensor& tensor) {
     return ov::op::v0::Constant(tensor.get_element_type(), tensor.get_shape(), const_cast<void*>(tensor.data()));
 }
 
-OPENVINO_SUPPRESS_DEPRECATED_START
 template <>
 ov::op::v0::Constant create_shared(py::array& array) {
     // Check if passed array has C-style contiguous memory layout.
     // If memory is going to be shared it needs to be contiguous before passing to the constructor.
     if (array_helpers::is_contiguous(array)) {
-        auto memory = std::make_shared<ngraph::runtime::SharedBuffer<py::array>>(
+        auto memory = std::make_shared<ov::SharedBuffer<py::array>>(
             static_cast<char*>(array.ndim() == 0 ? array.mutable_data() : array.mutable_data(0)),
             array.ndim() == 0 ? array.itemsize() : array.nbytes(),
             array);
@@ -185,7 +185,6 @@ ov::op::v0::Constant create_shared(py::array& array) {
     // If passed array is not C-style, throw an error.
     OPENVINO_THROW("SHARED MEMORY MODE FOR THIS CONSTANT IS NOT APPLICABLE! Passed numpy array must be C contiguous.");
 }
-OPENVINO_SUPPRESS_DEPRECATED_END
 
 template <>
 ov::op::v0::Constant create_shared(ov::Tensor& tensor) {
diff --git a/src/common/snippets/src/pass/hash.cpp b/src/common/snippets/src/pass/hash.cpp
index 2f975ef2cbc..cea21e37e86 100644
--- a/src/common/snippets/src/pass/hash.cpp
+++ b/src/common/snippets/src/pass/hash.cpp
@@ -15,6 +15,7 @@
 #include "openvino/core/model.hpp"
 #include "openvino/op/util/framework_node.hpp"
 #include "openvino/opsets/opset1.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 #include "transformations/rt_info/primitives_priority_attribute.hpp"
 
 namespace ov {
@@ -180,6 +181,17 @@ public:
                     m_hash = hash_combine(m_hash, data[i]);
                 }
             }
+        } else if (const auto& a =
+                       ov::as_type<ov::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
+            if (name == "value" && m_node_type_name == "Constant") {
+                m_hash = hash_combine(m_hash, AttrType::constant);
+                const int64_t size = a->get()->size();
+                m_hash = hash_combine(hash_combine(m_hash, AttrType::size), size);
+                auto data = static_cast<const char*>(a->get()->get_ptr());
+                for (int64_t i = 0; i < size; i++) {
+                    m_hash = hash_combine(m_hash, data[i]);
+                }
+            }
         } else if (const auto& a = ov::as_type<ov::AttributeAdapter<ov::op::util::FrameworkNodeAttrs>>(&adapter)) {
             const auto& attrs = a->get();
             // Update node attributes in data field
diff --git a/src/core/dev_api/openvino/runtime/aligned_buffer.hpp b/src/core/dev_api/openvino/runtime/aligned_buffer.hpp
new file mode 100644
index 00000000000..7611744f7c4
--- /dev/null
+++ b/src/core/dev_api/openvino/runtime/aligned_buffer.hpp
@@ -0,0 +1,75 @@
+// Copyright (C) 2018-2023 Intel Corporation
+// SPDX-License-Identifier: Apache-2.0
+//
+
+#pragma once
+
+#include <memory>
+
+#include "openvino/core/attribute_adapter.hpp"
+#include "openvino/core/core_visibility.hpp"
+
+namespace ov {
+/// \brief Allocates a block of memory on the specified alignment. The actual size of the
+/// allocated memory is larger than the requested size by the alignment, so allocating 1
+/// byte
+/// on 64 byte alignment will allocate 65 bytes.
+class OPENVINO_API AlignedBuffer {
+public:
+    // Allocator objects and the allocation interfaces are owned by the
+    // creators of AlignedBuffers. They need to ensure that the lifetime of
+    // allocator exceeds the lifetime of this AlignedBuffer.
+    AlignedBuffer(size_t byte_size, size_t alignment = 64);
+
+    AlignedBuffer();
+    virtual ~AlignedBuffer();
+
+    AlignedBuffer(AlignedBuffer&& other);
+    AlignedBuffer& operator=(AlignedBuffer&& other);
+
+    size_t size() const {
+        return m_byte_size;
+    }
+    void* get_ptr(size_t offset) const {
+        return m_aligned_buffer + offset;
+    }
+    void* get_ptr() {
+        return m_aligned_buffer;
+    }
+    const void* get_ptr() const {
+        return m_aligned_buffer;
+    }
+    template <typename T>
+    T* get_ptr() {
+        return reinterpret_cast<T*>(m_aligned_buffer);
+    }
+    template <typename T>
+    const T* get_ptr() const {
+        return reinterpret_cast<const T*>(m_aligned_buffer);
+    }
+
+    template <typename T>
+    explicit operator T*() {
+        return get_ptr<T>();
+    }
+
+private:
+    AlignedBuffer(const AlignedBuffer&) = delete;
+    AlignedBuffer& operator=(const AlignedBuffer&) = delete;
+
+protected:
+    char* m_allocated_buffer;
+    char* m_aligned_buffer;
+    size_t m_byte_size;
+};
+
+template <>
+class OPENVINO_API AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>
+    : public DirectValueAccessor<std::shared_ptr<ov::AlignedBuffer>> {
+public:
+    AttributeAdapter(std::shared_ptr<ov::AlignedBuffer>& value);
+
+    OPENVINO_RTTI("AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>");
+};
+
+}  // namespace ov
diff --git a/src/core/dev_api/openvino/runtime/shared_buffer.hpp b/src/core/dev_api/openvino/runtime/shared_buffer.hpp
new file mode 100644
index 00000000000..1b51bfa07b7
--- /dev/null
+++ b/src/core/dev_api/openvino/runtime/shared_buffer.hpp
@@ -0,0 +1,31 @@
+// Copyright (C) 2018-2023 Intel Corporation
+// SPDX-License-Identifier: Apache-2.0
+//
+
+#pragma once
+
+#include "openvino/runtime/aligned_buffer.hpp"
+
+namespace ov {
+
+/// \brief SharedBuffer class to store pointer to pre-acclocated buffer.
+template <typename T>
+class SharedBuffer : public ov::AlignedBuffer {
+public:
+    SharedBuffer(char* data, size_t size, const T& shared_object) : _shared_object(shared_object) {
+        m_allocated_buffer = data;
+        m_aligned_buffer = data;
+        m_byte_size = size;
+    }
+
+    virtual ~SharedBuffer() {
+        m_aligned_buffer = nullptr;
+        m_allocated_buffer = nullptr;
+        m_byte_size = 0;
+    }
+
+private:
+    T _shared_object;
+};
+
+}  // namespace ov
diff --git a/src/core/include/ngraph/op/util/op_annotations.hpp b/src/core/include/ngraph/op/util/op_annotations.hpp
index dad2aa3b434..dec2879f9c8 100644
--- a/src/core/include/ngraph/op/util/op_annotations.hpp
+++ b/src/core/include/ngraph/op/util/op_annotations.hpp
@@ -30,7 +30,6 @@ struct NGRAPH_API_DEPRECATED oi_pair {
 };
 
 /// \brief Base class for annotations added to graph ops
-
 class NGRAPH_API_DEPRECATED NGRAPH_API OpAnnotations {
     NGRAPH_SUPPRESS_DEPRECATED_START
 public:
diff --git a/src/core/include/ngraph/op/util/slice_plan.hpp b/src/core/include/ngraph/op/util/slice_plan.hpp
index a0f99cccaed..e47e4ecd80e 100644
--- a/src/core/include/ngraph/op/util/slice_plan.hpp
+++ b/src/core/include/ngraph/op/util/slice_plan.hpp
@@ -38,6 +38,7 @@ namespace ngraph {
 //
 // A SlicePlan is used to collect parameters for these ops.
 //
+// This class is moved to dev API
 struct NGRAPH_API_DEPRECATED NGRAPH_API SlicePlan {
     // Parameters for the Slice
     std::vector<int64_t> begins;
diff --git a/src/core/include/ngraph/opsets/opset.hpp b/src/core/include/ngraph/opsets/opset.hpp
index 26c21e237b1..3f65437c6d3 100644
--- a/src/core/include/ngraph/opsets/opset.hpp
+++ b/src/core/include/ngraph/opsets/opset.hpp
@@ -31,9 +31,7 @@ namespace ngraph {
 class NGRAPH_API OpSet : public ov::OpSet {
 public:
     explicit OpSet(const ov::OpSet& opset);
-    NGRAPH_SUPPRESS_DEPRECATED_START
     OpSet(const ngraph::OpSet& opset);
-    NGRAPH_SUPPRESS_DEPRECATED_END
     OpSet() = default;
     /// \brief Insert an op into the opset with a particular name and factory
     void insert(const std::string& name, const NodeTypeInfo& type_info, FactoryRegistry<Node>::Factory factory) {
@@ -56,19 +54,20 @@ public:
     }
 };
 
-const NGRAPH_API OpSet& get_opset1();
-const NGRAPH_API OpSet& get_opset2();
-const NGRAPH_API OpSet& get_opset3();
-const NGRAPH_API OpSet& get_opset4();
-const NGRAPH_API OpSet& get_opset5();
-const NGRAPH_API OpSet& get_opset6();
-const NGRAPH_API OpSet& get_opset7();
-const NGRAPH_API OpSet& get_opset8();
-const NGRAPH_API OpSet& get_opset9();
-const NGRAPH_API OpSet& get_opset10();
-const NGRAPH_API OpSet& get_opset11();
-const NGRAPH_API OpSet& get_opset12();
-const NGRAPH_API OpSet& get_opset13();
-const NGRAPH_API std::map<std::string, std::function<const ngraph::OpSet&()>>& get_available_opsets();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset1();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset2();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset3();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset4();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset5();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset6();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset7();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset8();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset9();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset10();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset11();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset12();
+NGRAPH_API_DEPRECATED const NGRAPH_API OpSet& get_opset13();
+NGRAPH_API_DEPRECATED const NGRAPH_API std::map<std::string, std::function<const ngraph::OpSet&()>>&
+get_available_opsets();
 }  // namespace ngraph
 NGRAPH_SUPPRESS_DEPRECATED_END
diff --git a/src/core/include/openvino/op/constant.hpp b/src/core/include/openvino/op/constant.hpp
index a482fd12bb4..100ed2f7e18 100644
--- a/src/core/include/openvino/op/constant.hpp
+++ b/src/core/include/openvino/op/constant.hpp
@@ -12,7 +12,6 @@
 #    define WAS_OV_LIBRARY_DEFINED_CONSTANT
 #endif
 
-#include "ngraph/runtime/aligned_buffer.hpp"
 #include "ngraph/runtime/host_tensor.hpp"
 #include "ngraph/runtime/shared_buffer.hpp"
 
@@ -21,11 +20,14 @@
 #    undef WAS_OV_LIBRARY_DEFINED_CONSTANT
 #endif
 #include "openvino/core/coordinate_diff.hpp"
-#include "openvino/core/node.hpp"
 #include "openvino/core/type/element_type.hpp"
 #include "openvino/core/type/element_type_traits.hpp"
+#include "openvino/op/op.hpp"
 
 namespace ov {
+
+class AlignedBuffer;
+
 namespace op {
 namespace v0 {
 /// \brief Class for constants.
@@ -177,13 +179,20 @@ public:
     /// \param shape The shape of the tensor constant.
     /// \param data A pointer to pre-allocated shared data.
     template <typename T>
+    OPENVINO_DEPRECATED("This constructor is deprecated and will be removed in 2024.0 release")
     Constant(const element::Type& type, const Shape& shape, std::shared_ptr<ngraph::runtime::SharedBuffer<T>> data)
+        : m_element_type(type),
+          m_shape(shape) {
+        m_data = legacy_to_ov_aligned_buffer(data);
+        constructor_validate_and_infer_types();
+    }
+    OPENVINO_SUPPRESS_DEPRECATED_END
+    Constant(const element::Type& type, const Shape& shape, const std::shared_ptr<ov::AlignedBuffer>& data)
         : m_element_type(type),
           m_shape(shape) {
         m_data = data;
         constructor_validate_and_infer_types();
     }
-    OPENVINO_SUPPRESS_DEPRECATED_END
 
     Constant(const Constant& other);
     Constant(const Constant& other, const Shape& new_shape);
@@ -241,11 +250,7 @@ public:
     AxisSet get_axis_set_val() const;
 
     /// \brief Return data size in bytes
-    size_t get_byte_size() const {
-        OPENVINO_SUPPRESS_DEPRECATED_START
-        return m_data->size();
-        OPENVINO_SUPPRESS_DEPRECATED_END
-    }
+    size_t get_byte_size() const;
 
     /// \brief Wrapper around constructing a shared_ptr of a Constant
     ///
@@ -370,11 +375,8 @@ public:
         return rc;
     }
 
-    const void* get_data_ptr() const {
-        OPENVINO_SUPPRESS_DEPRECATED_START
-        return (m_data ? m_data->get_ptr() : nullptr);
-        OPENVINO_SUPPRESS_DEPRECATED_END
-    }
+    const void* get_data_ptr() const;
+
     template <typename T>
     const T* get_data_ptr() const {
         OPENVINO_ASSERT(sizeof(T) <= m_element_type.size() || shape_size(m_shape) <= 0, "Buffer over-read");
@@ -406,6 +408,11 @@ public:
 private:
     Constant(bool memset_allocation, const element::Type& type, const Shape& shape);
 
+    OPENVINO_SUPPRESS_DEPRECATED_START
+    std::shared_ptr<ov::AlignedBuffer> legacy_to_ov_aligned_buffer(
+        const std::shared_ptr<ngraph::runtime::AlignedBuffer>& buffer);
+    OPENVINO_SUPPRESS_DEPRECATED_END
+
     template <element::Type_t Type,
               typename StorageDataType = fundamental_type_for<Type>,
               typename std::enable_if<Type != element::Type_t::u1 && Type != element::Type_t::u4 &&
@@ -637,11 +644,7 @@ private:
 
     void allocate_buffer(bool memset_allocation);
 
-    void* get_data_ptr_nc() {
-        OPENVINO_SUPPRESS_DEPRECATED_START
-        return (m_data ? m_data->get_ptr() : nullptr);
-        OPENVINO_SUPPRESS_DEPRECATED_END
-    }
+    void* get_data_ptr_nc();
 
     template <element::Type_t ET>
     typename element_type_traits<ET>::value_type* get_data_ptr_nc() {
@@ -853,9 +856,7 @@ private:
 
     element::Type m_element_type;
     Shape m_shape{};
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    std::shared_ptr<ngraph::runtime::AlignedBuffer> m_data;
-    OPENVINO_SUPPRESS_DEPRECATED_END
+    std::shared_ptr<ov::AlignedBuffer> m_data;
     mutable std::atomic_bool m_all_elements_bitwise_identical{false};
     mutable std::atomic_bool m_all_elements_bitwise_identical_checked{false};
     bool m_alloc_buffer_on_visit_attributes = true;
diff --git a/src/core/reference/src/op/strided_slice.cpp b/src/core/reference/src/op/strided_slice.cpp
index 6e83305e653..cad9dee20d0 100644
--- a/src/core/reference/src/op/strided_slice.cpp
+++ b/src/core/reference/src/op/strided_slice.cpp
@@ -8,10 +8,10 @@
 
 #include <cmath>
 
-#include "ngraph/runtime/aligned_buffer.hpp"
 #include "openvino/reference/reshape.hpp"
 #include "openvino/reference/reverse.hpp"
 #include "openvino/reference/slice.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 
 namespace ov {
 namespace reference {
@@ -30,8 +30,7 @@ void strided_slice(const char* arg,
         return;
     }
 
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    ngraph::runtime::AlignedBuffer slice_out_buffer(shape_size(sp.reshape_in_shape) * elem_type);
+    ov::AlignedBuffer slice_out_buffer(shape_size(sp.reshape_in_shape) * elem_type);
     slice(reinterpret_cast<const char*>(arg),
           slice_out_buffer.get_ptr<char>(),
           arg_shape,
@@ -41,7 +40,7 @@ void strided_slice(const char* arg,
           sp.reshape_in_shape,
           elem_type);
 
-    ngraph::runtime::AlignedBuffer reshape_out_buffer(shape_size(sp.reshape_out_shape) * elem_type);
+    ov::AlignedBuffer reshape_out_buffer(shape_size(sp.reshape_out_shape) * elem_type);
     reshape(slice_out_buffer.get_ptr<char>(), reshape_out_buffer.get_ptr<char>(), sp.reshape_in_shape, elem_type);
 
     reverse(reshape_out_buffer.get_ptr<char>(),
@@ -50,7 +49,6 @@ void strided_slice(const char* arg,
             sp.reshape_out_shape,
             sp.reverse_axes,
             elem_type);
-    OPENVINO_SUPPRESS_DEPRECATED_END
 }
 }  // namespace reference
 }  // namespace ov
diff --git a/src/core/src/op/constant.cpp b/src/core/src/op/constant.cpp
index 27d9e000b64..2fe3d024fd9 100644
--- a/src/core/src/op/constant.cpp
+++ b/src/core/src/op/constant.cpp
@@ -10,8 +10,10 @@
 #include <sstream>
 
 #include "itt.hpp"
+#include "ngraph/runtime/aligned_buffer.hpp"
 #include "ngraph/runtime/host_tensor.hpp"
 #include "ngraph/runtime/tensor.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 
 template <typename T>
 static inline std::string to_cpp_string(T value) {
@@ -27,6 +29,14 @@ static inline std::string to_cpp_string(T value) {
     }
     return rc;
 }
+OPENVINO_SUPPRESS_DEPRECATED_START
+std::shared_ptr<ov::AlignedBuffer> ov::op::v0::Constant::legacy_to_ov_aligned_buffer(
+    const std::shared_ptr<ngraph::runtime::AlignedBuffer>& buffer) {
+    return std::make_shared<ov::SharedBuffer<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(buffer->get_ptr<char>(),
+                                                                                               buffer->size(),
+                                                                                               buffer);
+}
+OPENVINO_SUPPRESS_DEPRECATED_END
 
 OPENVINO_SUPPRESS_DEPRECATED_START
 ov::op::v0::Constant::Constant(const std::shared_ptr<ngraph::runtime::Tensor>& tensor) {
@@ -35,7 +45,7 @@ ov::op::v0::Constant::Constant(const std::shared_ptr<ngraph::runtime::Tensor>& t
     // Share data from HostTensor if we work with it
     // And copy data in other cas
     if (auto hostTensor = std::dynamic_pointer_cast<ngraph::runtime::HostTensor>(tensor)) {
-        m_data = std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<ngraph::runtime::Tensor>>>(
+        m_data = std::make_shared<ov::SharedBuffer<std::shared_ptr<ngraph::runtime::Tensor>>>(
             static_cast<char*>(hostTensor->get_data_ptr()),
             tensor->get_size_in_bytes(),
             tensor);
@@ -51,12 +61,10 @@ OPENVINO_SUPPRESS_DEPRECATED_END
 ov::op::v0::Constant::Constant(const ov::Tensor& tensor) {
     m_element_type = tensor.get_element_type();
     m_shape = tensor.get_shape();
-    OPENVINO_SUPPRESS_DEPRECATED_START
     // Share data from ov::Tensor
-    m_data = std::make_shared<ngraph::runtime::SharedBuffer<ov::Tensor>>(static_cast<char*>(tensor.data()),
-                                                                         tensor.get_byte_size(),
-                                                                         tensor);
-    OPENVINO_SUPPRESS_DEPRECATED_END
+    m_data = std::make_shared<ov::SharedBuffer<ov::Tensor>>(static_cast<char*>(tensor.data()),
+                                                            tensor.get_byte_size(),
+                                                            tensor);
 
     constructor_validate_and_infer_types();
 }
@@ -211,12 +219,10 @@ ov::op::v0::Constant::Constant(bool memset_allocation, const element::Type& type
 }
 
 void ov::op::v0::Constant::allocate_buffer(bool memset_allocation) {
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    m_data = std::make_shared<ngraph::runtime::AlignedBuffer>(mem_size(), host_alignment());
+    m_data = std::make_shared<ov::AlignedBuffer>(mem_size(), host_alignment());
     if (memset_allocation) {
         std::memset(m_data->get_ptr(), 0, m_data->size());
     }
-    OPENVINO_SUPPRESS_DEPRECATED_END
 }
 
 ov::op::v0::Constant::Constant(const element::Type& type, const ov::Shape& shape, const void* data)
@@ -316,6 +322,18 @@ std::string ov::op::v0::Constant::convert_value_to_string(size_t index) const {
     return rc;
 }
 
+size_t ov::op::v0::Constant::get_byte_size() const {
+    return m_data->size();
+}
+
+const void* ov::op::v0::Constant::get_data_ptr() const {
+    return (m_data ? m_data->get_ptr() : nullptr);
+}
+
+void* ov::op::v0::Constant::get_data_ptr_nc() {
+    return (m_data ? m_data->get_ptr() : nullptr);
+}
+
 std::vector<std::string> ov::op::v0::Constant::get_value_strings() const {
     std::vector<std::string> rc;
 
diff --git a/src/core/src/pass/serialize.cpp b/src/core/src/pass/serialize.cpp
index dc1263d7991..c879e8780f1 100644
--- a/src/core/src/pass/serialize.cpp
+++ b/src/core/src/pass/serialize.cpp
@@ -21,6 +21,7 @@
 #include "openvino/opsets/opset1.hpp"
 #include "openvino/pass/constant_folding.hpp"
 #include "openvino/reference/convert.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 #include "openvino/util/file_util.hpp"
 #include "pugixml.hpp"
 #include "transformations/hash.hpp"
@@ -532,6 +533,19 @@ public:
                 m_xml_node.append_attribute("offset").set_value(static_cast<unsigned long long>(offset));
                 m_xml_node.append_attribute("size").set_value(static_cast<unsigned long long>(new_size));
             }
+        } else if (const auto& a = ov::as_type<ov::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
+            if (name == "value" && translate_type_name(m_node_type_name) == "Const") {
+                const int64_t size = a->get()->size();
+                size_t new_size;
+                int64_t offset = m_constant_write_handler.write(static_cast<const char*>(a->get()->get_ptr()),
+                                                                size,
+                                                                &new_size,
+                                                                m_compress_to_fp16,
+                                                                m_output_element_type);
+
+                m_xml_node.append_attribute("offset").set_value(static_cast<unsigned long long>(offset));
+                m_xml_node.append_attribute("size").set_value(static_cast<unsigned long long>(new_size));
+            }
         } else if (const auto& a = ov::as_type<ov::AttributeAdapter<ov::op::util::FrameworkNodeAttrs>>(&adapter)) {
             const auto& attrs = a->get();
 
diff --git a/src/core/src/runtime/aligned_buffer.cpp b/src/core/src/runtime/aligned_buffer.cpp
index d7c5229fcc0..4207eefe5db 100644
--- a/src/core/src/runtime/aligned_buffer.cpp
+++ b/src/core/src/runtime/aligned_buffer.cpp
@@ -8,6 +8,7 @@
 #include <memory>
 
 #include "ngraph/util.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 #include "openvino/util/log.hpp"
 
 NGRAPH_SUPPRESS_DEPRECATED_START
@@ -64,3 +65,53 @@ AttributeAdapter<std::shared_ptr<ngraph::runtime::AlignedBuffer>>::AttributeAdap
     std::shared_ptr<ngraph::runtime::AlignedBuffer>& value)
     : DirectValueAccessor<std::shared_ptr<ngraph::runtime::AlignedBuffer>>(value) {}
 }  // namespace ov
+NGRAPH_SUPPRESS_DEPRECATED_END
+
+namespace ov {
+AlignedBuffer::AlignedBuffer() : m_allocated_buffer(nullptr), m_aligned_buffer(nullptr), m_byte_size(0) {}
+
+AlignedBuffer::AlignedBuffer(size_t byte_size, size_t alignment) : m_byte_size(byte_size) {
+    m_byte_size = std::max<size_t>(1, byte_size);
+    size_t allocation_size = m_byte_size + alignment;
+    m_allocated_buffer = new char[allocation_size];
+    m_aligned_buffer = m_allocated_buffer;
+    size_t mod = (alignment != 0) ? reinterpret_cast<size_t>(m_aligned_buffer) % alignment : 0;
+
+    if (mod != 0) {
+        m_aligned_buffer += (alignment - mod);
+    }
+}
+
+AlignedBuffer::AlignedBuffer(AlignedBuffer&& other)
+    : m_allocated_buffer(other.m_allocated_buffer),
+      m_aligned_buffer(other.m_aligned_buffer),
+      m_byte_size(other.m_byte_size) {
+    other.m_allocated_buffer = nullptr;
+    other.m_aligned_buffer = nullptr;
+    other.m_byte_size = 0;
+}
+
+AlignedBuffer::~AlignedBuffer() {
+    if (m_allocated_buffer != nullptr) {
+        delete[] m_allocated_buffer;
+    }
+}
+
+AlignedBuffer& AlignedBuffer::operator=(AlignedBuffer&& other) {
+    if (this != &other) {
+        if (m_allocated_buffer != nullptr) {
+            delete[] m_allocated_buffer;
+        }
+        m_allocated_buffer = other.m_allocated_buffer;
+        m_aligned_buffer = other.m_aligned_buffer;
+        m_byte_size = other.m_byte_size;
+        other.m_allocated_buffer = nullptr;
+        other.m_aligned_buffer = nullptr;
+        other.m_byte_size = 0;
+    }
+    return *this;
+}
+
+AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>::AttributeAdapter(std::shared_ptr<ov::AlignedBuffer>& value)
+    : DirectValueAccessor<std::shared_ptr<ov::AlignedBuffer>>(value) {}
+}  // namespace ov
diff --git a/src/core/tests/aligned_buffer.cpp b/src/core/tests/aligned_buffer.cpp
index fae5929ba3d..604d153eeb5 100644
--- a/src/core/tests/aligned_buffer.cpp
+++ b/src/core/tests/aligned_buffer.cpp
@@ -2,31 +2,30 @@
 // SPDX-License-Identifier: Apache-2.0
 //
 
-#include "ngraph/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 
 #include "gtest/gtest.h"
 
-using namespace ngraph;
+using namespace ov;
 
-OPENVINO_SUPPRESS_DEPRECATED_START
 TEST(aligned_buffer, alignment) {
-    runtime::AlignedBuffer buffer(100, 64);
+    AlignedBuffer buffer(100, 64);
     size_t addr = reinterpret_cast<size_t>(buffer.get_ptr()) % 64;
     EXPECT_EQ(addr, 0);
 }
 
 TEST(aligned_buffer, move) {
     {
-        runtime::AlignedBuffer buffer1(100, 64);
-        runtime::AlignedBuffer buffer2(std::move(buffer1));
+        AlignedBuffer buffer1(100, 64);
+        AlignedBuffer buffer2(std::move(buffer1));
         EXPECT_EQ(buffer1.size(), 0);
         EXPECT_EQ(buffer1.get_ptr(), nullptr);
         EXPECT_EQ(buffer2.size(), 100);
         EXPECT_NE(buffer2.get_ptr(), nullptr);
     }
     {
-        runtime::AlignedBuffer buffer1(100, 64);
-        runtime::AlignedBuffer buffer2;
+        AlignedBuffer buffer1(100, 64);
+        AlignedBuffer buffer2;
         buffer2 = std::move(buffer1);
         EXPECT_EQ(buffer1.size(), 0);
         EXPECT_EQ(buffer1.get_ptr(), nullptr);
diff --git a/src/core/tests/bfloat16.cpp b/src/core/tests/bfloat16.cpp
index bb3a35dc995..f031d01226c 100644
--- a/src/core/tests/bfloat16.cpp
+++ b/src/core/tests/bfloat16.cpp
@@ -10,7 +10,7 @@
 #include <random>
 
 #include "common_test_utils/float_util.hpp"
-#include "ngraph/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 #include "openvino/util/log.hpp"
 
 using namespace std;
@@ -140,9 +140,8 @@ TEST(bfloat16, numeric_limits) {
 }
 
 TEST(benchmark, bfloat16) {
-    OPENVINO_SUPPRESS_DEPRECATED_START
     size_t buffer_size = 128 * 3 * 224 * 224;
-    ngraph::runtime::AlignedBuffer data(buffer_size * sizeof(float), 4096);
+    ov::AlignedBuffer data(buffer_size * sizeof(float), 4096);
     float* f = static_cast<float*>(data.get_ptr());
     // vector<float> data(buffer_size);
     std::mt19937 rng(2112);
@@ -153,53 +152,36 @@ TEST(benchmark, bfloat16) {
     OPENVINO_INFO << "buffer size " << buffer_size << " floats or " << data.size() << " bytes";
 
     {
-        ngraph::runtime::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
+        ov::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
         bfloat16* p = static_cast<bfloat16*>(bf_data.get_ptr());
-        ngraph::stopwatch timer;
-        timer.start();
         for (size_t i = 0; i < buffer_size; ++i) {
             p[i] = bfloat16(f[i]);
         }
-        timer.stop();
-        OPENVINO_INFO << "float to bfloat16 ctor                  " << timer.get_milliseconds() << "ms";
     }
 
     {
-        ngraph::runtime::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
+        ov::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
         bfloat16* p = static_cast<bfloat16*>(bf_data.get_ptr());
-        ngraph::stopwatch timer;
-        timer.start();
         for (size_t i = 0; i < buffer_size; ++i) {
             p[i] = bfloat16::truncate(f[i]);
         }
-        timer.stop();
-        OPENVINO_INFO << "float to bfloat16 truncate              " << timer.get_milliseconds() << "ms";
     }
 
     {
-        ngraph::runtime::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
+        ov::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
         bfloat16* p = static_cast<bfloat16*>(bf_data.get_ptr());
-        ngraph::stopwatch timer;
-        timer.start();
         for (size_t i = 0; i < buffer_size; ++i) {
             p[i] = bfloat16::round_to_nearest(f[i]);
         }
-        timer.stop();
-        OPENVINO_INFO << "float to bfloat16 round to nearest      " << timer.get_milliseconds() << "ms";
     }
 
     {
-        ngraph::runtime::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
+        ov::AlignedBuffer bf_data(buffer_size * sizeof(bfloat16), 4096);
         bfloat16* p = static_cast<bfloat16*>(bf_data.get_ptr());
-        ngraph::stopwatch timer;
-        timer.start();
         for (size_t i = 0; i < buffer_size; ++i) {
             p[i] = bfloat16::round_to_nearest_even(f[i]);
         }
-        timer.stop();
-        OPENVINO_INFO << "float to bfloat16 round to nearest even " << timer.get_milliseconds() << "ms";
     }
-    OPENVINO_SUPPRESS_DEPRECATED_END
 }
 
 TEST(bfloat16, assigns) {
diff --git a/src/core/tests/constant.cpp b/src/core/tests/constant.cpp
index 0feefb84bed..010bb83b3e7 100644
--- a/src/core/tests/constant.cpp
+++ b/src/core/tests/constant.cpp
@@ -10,6 +10,8 @@
 
 #include "common_test_utils/type_prop.hpp"
 #include "openvino/core/except.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 
 using namespace ov;
 using namespace std;
@@ -1726,14 +1728,12 @@ TEST(constant, lazy_bitwise_identical) {
     auto shape = Shape{10, 1000, 1000};
     auto type = element::i32;
     auto byte_size = shape_size(shape) * sizeof(int32_t);
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    auto aligned_weights_buffer = std::make_shared<ngraph::runtime::AlignedBuffer>(byte_size);
+    auto aligned_weights_buffer = std::make_shared<ov::AlignedBuffer>(byte_size);
     std::memset(aligned_weights_buffer->get_ptr<char>(), 1, byte_size);
-    auto weights = std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(
-        aligned_weights_buffer->get_ptr<char>(),
-        aligned_weights_buffer->size(),
-        aligned_weights_buffer);
-    OPENVINO_SUPPRESS_DEPRECATED_END
+    auto weights =
+        std::make_shared<ov::SharedBuffer<std::shared_ptr<ov::AlignedBuffer>>>(aligned_weights_buffer->get_ptr<char>(),
+                                                                               aligned_weights_buffer->size(),
+                                                                               aligned_weights_buffer);
 
     using namespace std::chrono;
     auto create_constant = [&]() {
diff --git a/src/core/tests/visitors/visitors.hpp b/src/core/tests/visitors/visitors.hpp
index 838eade8541..893d982a59b 100644
--- a/src/core/tests/visitors/visitors.hpp
+++ b/src/core/tests/visitors/visitors.hpp
@@ -10,12 +10,13 @@
 #include <vector>
 
 #include "ngraph/factory.hpp"
-#include "ngraph/runtime/aligned_buffer.hpp"
 #include "openvino/core/attribute_visitor.hpp"
 #include "openvino/core/deprecated.hpp"
 #include "openvino/op/util/framework_node.hpp"
 #include "openvino/op/util/sub_graph_base.hpp"
 #include "openvino/op/util/variable.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/tensor.hpp"
 
 namespace ov {
 namespace test {
@@ -217,10 +218,9 @@ public:
     }
 
     void on_adapter(const std::string& name, ValueAccessor<void>& adapter) override {
-        OPENVINO_SUPPRESS_DEPRECATED_START
-        if (auto a = ::ov::as_type<::ov::AttributeAdapter<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(&adapter)) {
-            auto& data = m_values.get<ngraph::HostTensorPtr>(name);
-            data->read(a->get()->get_ptr(), a->get()->size());
+        if (auto a = ::ov::as_type<::ov::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
+            auto& data = m_values.get<ov::Tensor>(name);
+            std::memcpy(a->get()->get_ptr(), data.data(), a->get()->size());
         } else if (auto a = ov::as_type<
                        ov::AttributeAdapter<std::vector<std::shared_ptr<ov::op::util::SubGraphOp::OutputDescription>>>>(
                        &adapter)) {
@@ -240,7 +240,6 @@ public:
         } else {
             OPENVINO_THROW("Attribute \"", name, "\" cannot be unmarshalled");
         }
-        OPENVINO_SUPPRESS_DEPRECATED_END
     }
     // The remaining adapter methods fall back on the void adapter if not implemented
     void on_adapter(const std::string& name, ValueAccessor<std::string>& adapter) override {
@@ -309,10 +308,9 @@ public:
     }
 
     void on_adapter(const std::string& name, ValueAccessor<void>& adapter) override {
-        OPENVINO_SUPPRESS_DEPRECATED_START
-        if (auto a = ::ov::as_type<::ov::AttributeAdapter<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(&adapter)) {
-            ngraph::HostTensorPtr data = std::make_shared<ngraph::HostTensor>(element::u8, Shape{a->get()->size()});
-            data->write(a->get()->get_ptr(), a->get()->size());
+        if (auto a = ::ov::as_type<::ov::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
+            ov::Tensor data(element::u8, Shape{a->get()->size()});
+            std::memcpy(data.data(), a->get()->get_ptr(), a->get()->size());
             m_values.insert(name, data);
         } else if (auto a = ov::as_type<
                        ov::AttributeAdapter<std::vector<std::shared_ptr<ov::op::util::SubGraphOp::OutputDescription>>>>(
@@ -333,7 +331,6 @@ public:
         } else {
             OPENVINO_THROW("Attribute \"", name, "\" cannot be marshalled");
         }
-        OPENVINO_SUPPRESS_DEPRECATED_END
     }
     // The remaining adapter methods fall back on the void adapter if not implemented
     void on_adapter(const std::string& name, ValueAccessor<std::string>& adapter) override {
diff --git a/src/frontends/ir/src/frontend.cpp b/src/frontends/ir/src/frontend.cpp
index 8b8dca4d995..ba515b55606 100644
--- a/src/frontends/ir/src/frontend.cpp
+++ b/src/frontends/ir/src/frontend.cpp
@@ -9,10 +9,10 @@
 #include <vector>
 
 #include "input_model.hpp"
-#include "ngraph/runtime/aligned_buffer.hpp"
-#include "ngraph/runtime/shared_buffer.hpp"
 #include "openvino/core/any.hpp"
 #include "openvino/core/so_extension.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 #include "openvino/util/file_util.hpp"
 #include "openvino/util/mmap_object.hpp"
 #include "transformations/resolve_names_collisions.hpp"
@@ -116,8 +116,7 @@ void FrontEnd::add_extension(const ov::Extension::Ptr& ext) {
 InputModel::Ptr FrontEnd::load_impl(const std::vector<ov::Any>& variants) const {
     std::ifstream local_model_stream;
     std::istream* provided_model_stream = nullptr;
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    std::shared_ptr<ngraph::runtime::AlignedBuffer> weights;
+    std::shared_ptr<ov::AlignedBuffer> weights;
 
     auto create_extensions_map = [&]() -> std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr> {
         std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr> exts;
@@ -180,8 +179,8 @@ InputModel::Ptr FrontEnd::load_impl(const std::vector<ov::Any>& variants) const
         } else if (variant.is<std::wstring>()) {
             weights_path = variant.as<std::wstring>();
 #endif
-        } else if (variant.is<std::shared_ptr<ngraph::runtime::AlignedBuffer>>()) {
-            weights = variant.as<std::shared_ptr<ngraph::runtime::AlignedBuffer>>();
+        } else if (variant.is<std::shared_ptr<ov::AlignedBuffer>>()) {
+            weights = variant.as<std::shared_ptr<ov::AlignedBuffer>>();
         }
     }
     bool enable_mmap = variants[variants.size() - 1].is<bool>() ? variants[variants.size() - 1].as<bool>() : false;
@@ -204,10 +203,9 @@ InputModel::Ptr FrontEnd::load_impl(const std::vector<ov::Any>& variants) const
     if (!weights_path.empty()) {
         if (enable_mmap) {
             auto mapped_memory = ov::load_mmap_object(weights_path);
-            weights =
-                std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<MappedMemory>>>(mapped_memory->data(),
-                                                                                               mapped_memory->size(),
-                                                                                               mapped_memory);
+            weights = std::make_shared<ov::SharedBuffer<std::shared_ptr<MappedMemory>>>(mapped_memory->data(),
+                                                                                        mapped_memory->size(),
+                                                                                        mapped_memory);
         } else {
             std::ifstream bin_stream;
             bin_stream.open(weights_path.c_str(), std::ios::binary);
@@ -222,17 +220,16 @@ InputModel::Ptr FrontEnd::load_impl(const std::vector<ov::Any>& variants) const
             size_t file_size = bin_stream.tellg();
             bin_stream.seekg(0, std::ios::beg);
 
-            auto aligned_weights_buffer = std::make_shared<ngraph::runtime::AlignedBuffer>(file_size);
+            auto aligned_weights_buffer = std::make_shared<ov::AlignedBuffer>(file_size);
             bin_stream.read(aligned_weights_buffer->get_ptr<char>(), aligned_weights_buffer->size());
             bin_stream.close();
 
-            weights = std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(
+            weights = std::make_shared<ov::SharedBuffer<std::shared_ptr<ov::AlignedBuffer>>>(
                 aligned_weights_buffer->get_ptr<char>(),
                 aligned_weights_buffer->size(),
                 aligned_weights_buffer);
         }
     }
-    OPENVINO_SUPPRESS_DEPRECATED_END
 
     return create_input_model();
 }
diff --git a/src/frontends/ir/src/input_model.cpp b/src/frontends/ir/src/input_model.cpp
index 2f58a68c94f..6a32b22f786 100644
--- a/src/frontends/ir/src/input_model.cpp
+++ b/src/frontends/ir/src/input_model.cpp
@@ -18,10 +18,9 @@
 #include "openvino/util/common_util.hpp"
 #include "utils.hpp"
 
-OPENVINO_SUPPRESS_DEPRECATED_START
 namespace {
 void parse_pre_process(pugi::xml_node& root,
-                       std::shared_ptr<ngraph::runtime::AlignedBuffer> weights,
+                       std::shared_ptr<ov::AlignedBuffer> weights,
                        std::shared_ptr<ov::Model> model) {
     /* Preprocessing block can have two preprocessing types:
      *
@@ -183,7 +182,9 @@ void parse_pre_process(pugi::xml_node& root,
             const char* data = weights->get_ptr<char>() + offset;
             per_channel_values[item.first] = ov::op::v0::Constant::create(input_type, mean_shape, data);
         }
+        OPENVINO_SUPPRESS_DEPRECATED_START
         auto const_node = get_constant_from_source(std::make_shared<ov::op::v0::Concat>(per_channel_values, 0));
+        OPENVINO_SUPPRESS_DEPRECATED_END
         OPENVINO_ASSERT(const_node);
         const auto& consumers = input_node->output(0).get_target_inputs();
         auto add = std::make_shared<ov::op::v1::Subtract>(input_node, const_node);
@@ -193,15 +194,13 @@ void parse_pre_process(pugi::xml_node& root,
     }
 }
 }  // namespace
-OPENVINO_SUPPRESS_DEPRECATED_END
 
 namespace ov {
 namespace frontend {
 namespace ir {
 
-OPENVINO_SUPPRESS_DEPRECATED_START
 class InputModel::InputModelIRImpl {
-    std::shared_ptr<ngraph::runtime::AlignedBuffer> m_weights;
+    std::shared_ptr<ov::AlignedBuffer> m_weights;
     std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr> m_extensions;
     std::unordered_map<std::string, ov::OpSet> m_opsets;
     pugi::xml_node m_root;
@@ -209,7 +208,7 @@ class InputModel::InputModelIRImpl {
 
 public:
     InputModelIRImpl(std::istream& stream,
-                     const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights,
+                     const std::shared_ptr<ov::AlignedBuffer>& weights,
                      const std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr>& extensions)
         : m_weights(weights),
           m_extensions(extensions) {
@@ -227,11 +226,10 @@ public:
 };
 
 InputModel::InputModel(std::istream& stream,
-                       const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights,
+                       const std::shared_ptr<ov::AlignedBuffer>& weights,
                        const std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr>& extensions) {
     _impl = std::make_shared<InputModelIRImpl>(stream, weights, extensions);
 }
-OPENVINO_SUPPRESS_DEPRECATED_END
 
 std::shared_ptr<ov::Model> InputModel::convert() {
     return _impl->convert();
diff --git a/src/frontends/ir/src/input_model.hpp b/src/frontends/ir/src/input_model.hpp
index 1b4da95f098..d5a9b64abaf 100644
--- a/src/frontends/ir/src/input_model.hpp
+++ b/src/frontends/ir/src/input_model.hpp
@@ -7,9 +7,9 @@
 #include <istream>
 #include <memory>
 
-#include "ngraph/runtime/aligned_buffer.hpp"
 #include "openvino/frontend/manager.hpp"
 #include "openvino/frontend/visibility.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 
 namespace ov {
 namespace frontend {
@@ -20,11 +20,9 @@ class InputModel : public ov::frontend::InputModel {
     std::shared_ptr<InputModelIRImpl> _impl;
 
 public:
-    OPENVINO_SUPPRESS_DEPRECATED_START
     InputModel(std::istream& stream,
-               const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights,
+               const std::shared_ptr<ov::AlignedBuffer>& weights,
                const std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr>& extensions);
-    OPENVINO_SUPPRESS_DEPRECATED_END
 
     std::shared_ptr<Model> convert();
 };
diff --git a/src/frontends/ir/src/ir_deserializer.cpp b/src/frontends/ir/src/ir_deserializer.cpp
index 42be66281d5..d245301633e 100644
--- a/src/frontends/ir/src/ir_deserializer.cpp
+++ b/src/frontends/ir/src/ir_deserializer.cpp
@@ -20,6 +20,8 @@
 #include "openvino/op/util/read_value_base.hpp"
 #include "openvino/op/util/sub_graph_base.hpp"
 #include "openvino/op/util/variable.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 #include "rt_info_deserializer.hpp"
 #include "transformations/rt_info/attributes.hpp"
 #include "utils.hpp"
@@ -258,7 +260,6 @@ void ov::XmlDeserializer::on_adapter(const std::string& name, ov::ValueAccessor<
 
     if (skip_names.count(name) && !getStrAttribute(m_node.child("data"), name, val))
         return;
-    OPENVINO_SUPPRESS_DEPRECATED_START
     if (auto a = ov::as_type<ov::AttributeAdapter<ov::element::Type>>(&adapter)) {
         static_cast<ov::element::Type&>(*a) = ov::element::Type(val);
     } else if (auto a = ov::as_type<ov::AttributeAdapter<PartialShape>>(&adapter)) {
@@ -322,7 +323,7 @@ void ov::XmlDeserializer::on_adapter(const std::string& name, ov::ValueAccessor<
                 ov::op::util::VariableInfo{ov::PartialShape::dynamic(), ov::element::dynamic, variable_id});
         }
         a->set(m_variables[variable_id]);
-    } else if (auto a = ov::as_type<ov::AttributeAdapter<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(&adapter)) {
+    } else if (auto a = ov::as_type<ov::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
         std::string value;
         pugi::xml_node dn = m_node.child("data");
         auto type = pugixml::utils::get_str_attr(m_node, "type");
@@ -331,7 +332,7 @@ void ov::XmlDeserializer::on_adapter(const std::string& name, ov::ValueAccessor<
             OPENVINO_THROW("No attrtibutes defined for ", type, " op!");
 
         if (getStrAttribute(dn, name, value)) {
-            auto buffer = std::make_shared<ngraph::runtime::AlignedBuffer>(value.size());
+            auto buffer = std::make_shared<ov::AlignedBuffer>(value.size());
             auto data = static_cast<char*>(buffer->get_ptr());
             value.copy(data, value.size());
             a->set(buffer);
@@ -356,11 +357,7 @@ void ov::XmlDeserializer::on_adapter(const std::string& name, ov::ValueAccessor<
                 OPENVINO_THROW("Attribute and shape size are inconsistent for ", type, " op!");
 
             char* data = m_weights->get_ptr<char>() + offset;
-            auto buffer =
-                std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(
-                    data,
-                    size,
-                    m_weights);
+            auto buffer = std::make_shared<ov::SharedBuffer<std::shared_ptr<ov::AlignedBuffer>>>(data, size, m_weights);
             a->set(buffer);
         }
     } else if (auto a = ov::as_type<ov::AttributeAdapter<ov::op::util::FrameworkNodeAttrs>>(&adapter)) {
@@ -388,7 +385,6 @@ void ov::XmlDeserializer::on_adapter(const std::string& name, ov::ValueAccessor<
     } else {
         OPENVINO_THROW("Error IR reading. Attribute adapter can not be found for ", name, " parameter");
     }
-    OPENVINO_SUPPRESS_DEPRECATED_END
 }
 
 void ov::XmlDeserializer::on_adapter(const std::string& name, ov::ValueAccessor<std::shared_ptr<ov::Model>>& adapter) {
@@ -409,10 +405,8 @@ void ov::XmlDeserializer::on_adapter(const std::string& name, ov::ValueAccessor<
     adapter.set(model);
 }
 
-OPENVINO_SUPPRESS_DEPRECATED_START
-std::shared_ptr<ov::Model> ov::XmlDeserializer::parse_function(
-    const pugi::xml_node& root,
-    const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights) {
+std::shared_ptr<ov::Model> ov::XmlDeserializer::parse_function(const pugi::xml_node& root,
+                                                               const std::shared_ptr<ov::AlignedBuffer>& weights) {
     // OV_ITT_SCOPE_CHAIN(FIRST_INFERENCE, taskChain, itt::domains::V10Reader_RT, "V10Parser", "Parse");
 
     struct FunctionNodes {
@@ -553,7 +547,6 @@ std::shared_ptr<ov::Model> ov::XmlDeserializer::parse_function(
 
     return function;
 }
-OPENVINO_SUPPRESS_DEPRECATED_END
 
 class MetaDataParser : public ov::Meta {
 public:
@@ -751,12 +744,10 @@ static const std::string& translate_type_name(const std::string& name) {
     return name;
 }
 
-OPENVINO_SUPPRESS_DEPRECATED_START
-std::shared_ptr<ov::Node> ov::XmlDeserializer::create_node(
-    const std::vector<ov::Output<ov::Node>>& inputs,
-    const pugi::xml_node& node,
-    const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights,
-    const GenericLayerParams& params) {
+std::shared_ptr<ov::Node> ov::XmlDeserializer::create_node(const std::vector<ov::Output<ov::Node>>& inputs,
+                                                           const pugi::xml_node& node,
+                                                           const std::shared_ptr<ov::AlignedBuffer>& weights,
+                                                           const GenericLayerParams& params) {
     // Check that inputs are correctly defined
     for (size_t i = 0; i < inputs.size(); i++) {
         if (!inputs[i].get_node())
@@ -959,4 +950,3 @@ std::shared_ptr<ov::Node> ov::XmlDeserializer::create_node(
 
     return ovNode;
 }
-OPENVINO_SUPPRESS_DEPRECATED_END
diff --git a/src/frontends/ir/src/ir_deserializer.hpp b/src/frontends/ir/src/ir_deserializer.hpp
index f2062393f29..0b0d606ea41 100644
--- a/src/frontends/ir/src/ir_deserializer.hpp
+++ b/src/frontends/ir/src/ir_deserializer.hpp
@@ -10,11 +10,11 @@
 #include <pugixml.hpp>
 
 #include "input_model.hpp"
-#include "ngraph/runtime/aligned_buffer.hpp"
 #include "openvino/core/attribute_visitor.hpp"
 #include "openvino/core/op_extension.hpp"
 #include "openvino/op/loop.hpp"
 #include "openvino/op/util/sub_graph_base.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 #include "utils.hpp"
 
 namespace ov {
@@ -58,9 +58,8 @@ struct GenericLayerParams {
 
 class XmlDeserializer : public ov::AttributeVisitor {
 public:
-    OPENVINO_SUPPRESS_DEPRECATED_START
     explicit XmlDeserializer(const pugi::xml_node& node,
-                             const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights,
+                             const std::shared_ptr<ov::AlignedBuffer>& weights,
                              const std::unordered_map<std::string, ov::OpSet>& opsets,
                              const std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr>& extensions,
                              std::unordered_map<std::string, std::shared_ptr<ov::op::util::Variable>>& variables,
@@ -71,7 +70,6 @@ public:
           m_extensions(extensions),
           m_variables(variables),
           m_version(version) {}
-    OPENVINO_SUPPRESS_DEPRECATED_END
 
     void on_adapter(const std::string& name, ov::ValueAccessor<std::string>& value) override {
         std::string val;
@@ -164,14 +162,12 @@ private:
     // TODO consider to call only once per layer/TI-Loop node
     IoMap updated_io_map(const pugi::xml_node& node, const pugi::xml_node& body_node);
 
-    OPENVINO_SUPPRESS_DEPRECATED_START
     /// \brief Traverses xml node representation in order to create ov function for it.
     /// \param node xml node representation
     /// \param weights weights attached to current node
     /// \return shared pointer to function representing input node
     std::shared_ptr<ov::Model> parse_function(const pugi::xml_node& root,
-                                              const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights);
-    OPENVINO_SUPPRESS_DEPRECATED_END
+                                              const std::shared_ptr<ov::AlignedBuffer>& weights);
     /// \brief Traverses xml node representation in order to get the purpose attribute of
     /// inputs/outputs in the body of Loop op. \param node xml node representation \return struct
     /// with value of purpuse attribute
@@ -179,12 +175,10 @@ private:
 
     GenericLayerParams parse_generic_params(const pugi::xml_node& node);
 
-    OPENVINO_SUPPRESS_DEPRECATED_START
     std::shared_ptr<ov::Node> create_node(const ov::OutputVector& inputs,
                                           const pugi::xml_node& node,
-                                          const std::shared_ptr<ngraph::runtime::AlignedBuffer>& weights,
+                                          const std::shared_ptr<ov::AlignedBuffer>& weights,
                                           const GenericLayerParams& params);
-    OPENVINO_SUPPRESS_DEPRECATED_END
 
     void read_meta_data(const std::shared_ptr<ov::Model>& model, const pugi::xml_node& meta_section);
 
@@ -194,9 +188,7 @@ private:
 
     // -- DATA --
     const pugi::xml_node m_node;
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    const std::shared_ptr<ngraph::runtime::AlignedBuffer>& m_weights;
-    OPENVINO_SUPPRESS_DEPRECATED_END
+    const std::shared_ptr<ov::AlignedBuffer>& m_weights;
     const std::unordered_map<std::string, ov::OpSet>& m_opsets;
     const std::unordered_map<ov::DiscreteTypeInfo, ov::BaseOpExtension::Ptr>& m_extensions;
     std::unordered_map<std::string, std::shared_ptr<ov::op::util::Variable>>& m_variables;
diff --git a/src/frontends/onnx/frontend/src/core/tensor.hpp b/src/frontends/onnx/frontend/src/core/tensor.hpp
index cb54edf8e95..76a97b057f2 100644
--- a/src/frontends/onnx/frontend/src/core/tensor.hpp
+++ b/src/frontends/onnx/frontend/src/core/tensor.hpp
@@ -15,6 +15,7 @@
 #include "ngraph/shape.hpp"
 #include "ngraph/type/element_type.hpp"
 #include "onnx_common/utils.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 #include "utils/common.hpp"
 #include "utils/tensor_external_data.hpp"
 
@@ -302,15 +303,13 @@ private:
     template <typename T>
     std::vector<T> get_external_data() const {
         const auto ext_data = detail::TensorExternalData(*m_tensor_proto);
-        OPENVINO_SUPPRESS_DEPRECATED_START
-        std::shared_ptr<ngraph::runtime::AlignedBuffer> buffer = nullptr;
+        std::shared_ptr<ov::AlignedBuffer> buffer = nullptr;
         if (m_mmap_cache) {
             buffer = ext_data.load_external_mmap_data(m_model_dir, m_mmap_cache);
         } else {
             buffer = ext_data.load_external_data(m_model_dir);
         }
         return std::vector<T>(buffer->get_ptr<char>(), buffer->get_ptr<char>() + buffer->size());
-        OPENVINO_SUPPRESS_DEPRECATED_END
     }
 
     const void* get_data_ptr() const {
diff --git a/src/frontends/onnx/frontend/src/utils/tensor_external_data.cpp b/src/frontends/onnx/frontend/src/utils/tensor_external_data.cpp
index 53e83e5d714..9a40d1fc6d7 100644
--- a/src/frontends/onnx/frontend/src/utils/tensor_external_data.cpp
+++ b/src/frontends/onnx/frontend/src/utils/tensor_external_data.cpp
@@ -12,7 +12,6 @@
 #include "openvino/util/file_util.hpp"
 #include "openvino/util/log.hpp"
 
-OPENVINO_SUPPRESS_DEPRECATED_START
 namespace ngraph {
 namespace onnx_import {
 namespace detail {
@@ -51,13 +50,13 @@ Buffer<ov::MappedMemory> TensorExternalData::load_external_mmap_data(const std::
     if (m_data_length > mapped_memory->size() || mapped_memory->size() == 0) {
         throw error::invalid_external_data{*this};
     }
-    return std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<ov::MappedMemory>>>(
+    return std::make_shared<ov::SharedBuffer<std::shared_ptr<ov::MappedMemory>>>(
         mapped_memory->data() + m_offset,
         m_data_length > 0 ? m_data_length : static_cast<uint64_t>(file_size) - m_offset,
         mapped_memory);
 }
 
-Buffer<ngraph::runtime::AlignedBuffer> TensorExternalData::load_external_data(const std::string& model_dir) const {
+Buffer<ov::AlignedBuffer> TensorExternalData::load_external_data(const std::string& model_dir) const {
     auto full_path = ov::util::path_join({model_dir, m_data_location});
 #if defined(OPENVINO_ENABLE_UNICODE_PATH_SUPPORT) && defined(_WIN32)
     NGRAPH_SUPPRESS_DEPRECATED_START
@@ -82,14 +81,13 @@ Buffer<ngraph::runtime::AlignedBuffer> TensorExternalData::load_external_data(co
     // default value of m_offset is 0
     external_data_stream.seekg(m_offset, std::ios::beg);
 
-    auto read_data = std::make_shared<ngraph::runtime::AlignedBuffer>(read_data_length);
+    auto read_data = std::make_shared<ov::AlignedBuffer>(read_data_length);
     external_data_stream.read(read_data->get_ptr<char>(), read_data_length);
     external_data_stream.close();
 
-    auto buffer = std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(
-        read_data->get_ptr<char>(),
-        read_data->size(),
-        read_data);
+    auto buffer = std::make_shared<ov::SharedBuffer<std::shared_ptr<ov::AlignedBuffer>>>(read_data->get_ptr<char>(),
+                                                                                         read_data->size(),
+                                                                                         read_data);
 
     return buffer;
 }
diff --git a/src/frontends/onnx/frontend/src/utils/tensor_external_data.hpp b/src/frontends/onnx/frontend/src/utils/tensor_external_data.hpp
index a13ccd457f4..eb04e001e7e 100644
--- a/src/frontends/onnx/frontend/src/utils/tensor_external_data.hpp
+++ b/src/frontends/onnx/frontend/src/utils/tensor_external_data.hpp
@@ -6,15 +6,15 @@
 
 #include <onnx/onnx_pb.h>
 
-#include "ngraph/runtime/shared_buffer.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 #include "openvino/util/mmap_object.hpp"
 
 namespace ngraph {
 namespace onnx_import {
 namespace detail {
-OPENVINO_SUPPRESS_DEPRECATED_START
 template <class T>
-using Buffer = std::shared_ptr<ngraph::runtime::SharedBuffer<std::shared_ptr<T>>>;
+using Buffer = std::shared_ptr<ov::SharedBuffer<std::shared_ptr<T>>>;
 using MappedMemoryHandles = std::shared_ptr<std::map<std::string, std::shared_ptr<ov::MappedMemory>>>;
 /// \brief  Helper class used to load tensor data from external files
 class TensorExternalData {
@@ -28,7 +28,7 @@ public:
     ///             the invalid_external_data exception is thrown.
     ///
     /// \return     External binary data loaded into the SharedBuffer
-    Buffer<ngraph::runtime::AlignedBuffer> load_external_data(const std::string& model_dir) const;
+    Buffer<ov::AlignedBuffer> load_external_data(const std::string& model_dir) const;
 
     /// \brief      Map (mmap for lin, MapViewOfFile for win) external data from tensor passed to constructor
     ///
@@ -50,7 +50,6 @@ private:
     uint64_t m_data_length = 0;
     std::string m_sha1_digest{};
 };
-OPENVINO_SUPPRESS_DEPRECATED_END
 }  // namespace detail
 }  // namespace onnx_import
 }  // namespace ngraph
diff --git a/src/frontends/tensorflow/src/op/var_handle.cpp b/src/frontends/tensorflow/src/op/var_handle.cpp
index 0c86041440a..501df1c5043 100644
--- a/src/frontends/tensorflow/src/op/var_handle.cpp
+++ b/src/frontends/tensorflow/src/op/var_handle.cpp
@@ -9,6 +9,7 @@
 #include "input_model.hpp"
 #include "ngraph/runtime/shared_buffer.hpp"
 #include "openvino/opsets/opset8.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 #include "openvino/util/mmap_object.hpp"
 #include "ov_tensorflow/tensor_bundle.pb.h"
 
@@ -44,15 +45,12 @@ static std::shared_ptr<ov::Node> read_variable(std::shared_ptr<VariablesIndex> v
             node,
             static_cast<int64_t>(mapped_memory->size()) >= entry.offset() + entry.size(),
             "[TensorFlow Frontend] Internal error: Variable entry size is out of bounds of mapped memory size.");
-        OPENVINO_SUPPRESS_DEPRECATED_START
         return std::make_shared<Constant>(
             ov_type,
             shape,
-            std::make_shared<ngraph::runtime::SharedBuffer<std::shared_ptr<MappedMemory>>>(
-                mapped_memory->data() + entry.offset(),
-                entry.size(),
-                mapped_memory));
-        OPENVINO_SUPPRESS_DEPRECATED_END
+            std::make_shared<ov::SharedBuffer<std::shared_ptr<MappedMemory>>>(mapped_memory->data() + entry.offset(),
+                                                                              entry.size(),
+                                                                              mapped_memory));
     } else {
         std::vector<T> var_data;
         var_data.resize(size);
diff --git a/src/inference/src/ie_network_reader.cpp b/src/inference/src/ie_network_reader.cpp
index 7fe34b42ed7..f5aca3586e8 100644
--- a/src/inference/src/ie_network_reader.cpp
+++ b/src/inference/src/ie_network_reader.cpp
@@ -20,6 +20,7 @@
 #include "ie_icnn_network.hpp"
 #include "ie_input_info.hpp"
 #include "openvino/frontend/manager.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 #ifdef ENABLE_IR_V7_READER
 #    include "legacy/ie_ir_version.hpp"
 #endif
@@ -388,8 +389,8 @@ CNNNetwork details::ReadNetwork(const std::string& model,
     ov::AnyVector params{&modelStream};
     if (weights) {
         char* data = weights->cbuffer().as<char*>();
-        std::shared_ptr<ngraph::runtime::AlignedBuffer> weights_buffer =
-            std::make_shared<ngraph::runtime::SharedBuffer<Blob::CPtr>>(data, weights->byteSize(), weights);
+        std::shared_ptr<ov::AlignedBuffer> weights_buffer =
+            std::make_shared<ov::SharedBuffer<Blob::CPtr>>(data, weights->byteSize(), weights);
         params.emplace_back(weights_buffer);
     }
 
diff --git a/src/inference/src/model_reader.cpp b/src/inference/src/model_reader.cpp
index 1837d75a2d4..bc67f6d21b2 100644
--- a/src/inference/src/model_reader.cpp
+++ b/src/inference/src/model_reader.cpp
@@ -9,6 +9,8 @@
 #include "openvino/core/model.hpp"
 #include "openvino/core/preprocess/pre_post_process.hpp"
 #include "openvino/frontend/manager.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
+#include "openvino/runtime/shared_buffer.hpp"
 #include "openvino/util/file_util.hpp"
 #include "transformations/utils/utils.hpp"
 
@@ -155,10 +157,10 @@ std::shared_ptr<ov::Model> read_model(const std::string& model,
 
     ov::AnyVector params{&modelStream};
     if (weights) {
-        std::shared_ptr<ngraph::runtime::AlignedBuffer> weights_buffer =
-            std::make_shared<ngraph::runtime::SharedBuffer<ov::Tensor>>(reinterpret_cast<char*>(weights.data()),
-                                                                        weights.get_byte_size(),
-                                                                        weights);
+        std::shared_ptr<ov::AlignedBuffer> weights_buffer =
+            std::make_shared<ov::SharedBuffer<ov::Tensor>>(reinterpret_cast<char*>(weights.data()),
+                                                           weights.get_byte_size(),
+                                                           weights);
         params.emplace_back(weights_buffer);
     }
 
diff --git a/src/plugins/intel_gna/legacy/src/convert_function_to_cnn_network.cpp b/src/plugins/intel_gna/legacy/src/convert_function_to_cnn_network.cpp
index 32903887e81..b1eb1e0539e 100644
--- a/src/plugins/intel_gna/legacy/src/convert_function_to_cnn_network.cpp
+++ b/src/plugins/intel_gna/legacy/src/convert_function_to_cnn_network.cpp
@@ -51,6 +51,7 @@
 #include "legacy/ngraph_ops/selu_ie.hpp"
 #include "legacy/ngraph_ops/tile_ie.hpp"
 #include "legacy/ngraph_ops/topk_ie.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 #include "transformations/rt_info/fused_names_attribute.hpp"
 #include "transformations/rt_info/primitives_priority_attribute.hpp"
 #include "transformations/utils/utils.hpp"
@@ -475,6 +476,11 @@ void CNNLayerCreator::on_adapter(const std::string& name, ::ngraph::ValueAccesso
             const auto data_beg = static_cast<char*>(a->get()->get_ptr());
             params[name] = std::string(data_beg, a->get()->size());
         }
+    } else if (auto a = ::ngraph::as_type<::ngraph::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
+        if (std::string(node->get_type_name()) != "Constant") {
+            const auto data_beg = static_cast<char*>(a->get()->get_ptr());
+            params[name] = std::string(data_beg, a->get()->size());
+        }
     } else if (const auto& a = ngraph::as_type<ngraph::AttributeAdapter<ngraph::element::TypeVector>>(&adapter)) {
         const auto& attrs = a->get();
         params[name] = details::joinVec(attrs);
diff --git a/src/tests/test_utils/common_test_utils/include/common_test_utils/graph_comparator.hpp b/src/tests/test_utils/common_test_utils/include/common_test_utils/graph_comparator.hpp
index cb90c0699a1..22373d55292 100644
--- a/src/tests/test_utils/common_test_utils/include/common_test_utils/graph_comparator.hpp
+++ b/src/tests/test_utils/common_test_utils/include/common_test_utils/graph_comparator.hpp
@@ -14,6 +14,7 @@
 #include "openvino/op/loop.hpp"
 #include "openvino/op/util/framework_node.hpp"
 #include "openvino/op/util/sub_graph_base.hpp"
+#include "openvino/runtime/aligned_buffer.hpp"
 
 class FunctionsComparator {
 public:
@@ -945,9 +946,7 @@ private:
     template <typename AttrValue>
     void verify(const std::string& name, const AttrValue& attr_value);
 
-    OPENVINO_SUPPRESS_DEPRECATED_START
-    void verify_mem_buf(const std::string& name, const std::shared_ptr<ngraph::runtime::AlignedBuffer>& buffer);
-    OPENVINO_SUPPRESS_DEPRECATED_END
+    void verify_mem_buf(const std::string& name, const std::shared_ptr<ov::AlignedBuffer>& buffer);
 
     using ModelAccessor = ov::ValueAccessor<std::shared_ptr<ov::Model>>;
 
diff --git a/src/tests/test_utils/common_test_utils/src/graph_comparator.cpp b/src/tests/test_utils/common_test_utils/src/graph_comparator.cpp
index e3c5a8b2ec1..053e0d6d428 100644
--- a/src/tests/test_utils/common_test_utils/src/graph_comparator.cpp
+++ b/src/tests/test_utils/common_test_utils/src/graph_comparator.cpp
@@ -895,7 +895,6 @@ void check_rt_info(const std::shared_ptr<ov::Model>& f) {
 
 namespace attributes {
 namespace detail {
-OPENVINO_SUPPRESS_DEPRECATED_START
 void ReadAndStoreAttributes::on_adapter(const std::string& name, ov::ValueAccessor<void>& adapter) {
     if (auto inputs = ov::as_type<ov::AttributeAdapter<SubGraphOpInputDescription>>(&adapter)) {
         insert(name, inputs->get());
@@ -904,7 +903,7 @@ void ReadAndStoreAttributes::on_adapter(const std::string& name, ov::ValueAccess
     } else if (ov::is_type<ov::AttributeAdapter<SpecialBodyPorts>>(&adapter)) {
         // drop comparison, no more info than port indexes which will be check in
         // subgraph::compare_io
-    } else if (auto a = ov::as_type<ov::AttributeAdapter<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(&adapter)) {
+    } else if (auto a = ov::as_type<ov::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
         const auto beg = static_cast<unsigned char*>(a->get()->get_ptr());
         const auto end = beg + a->get()->size();
         insert(name, storage::MemoryChunk{storage::MemoryChunk::Data(beg, end)});
@@ -923,7 +922,6 @@ void ReadAndStoreAttributes::on_adapter(const std::string& name, ov::ValueAccess
                          adapter.get_type_info().name + "']";
     }
 }
-OPENVINO_SUPPRESS_DEPRECATED_END
 template <typename AttrValue>
 void ReadAndCompareAttributes::verify(const std::string& name, const AttrValue& attr_value) {
     if (should_return()) {
@@ -942,9 +940,8 @@ void ReadAndCompareAttributes::verify(const std::string& name, const AttrValue&
     }
 }
 
-OPENVINO_SUPPRESS_DEPRECATED_START
 void ReadAndCompareAttributes::verify_mem_buf(const std::string& name,
-                                              const std::shared_ptr<ngraph::runtime::AlignedBuffer>& buffer) {
+                                              const std::shared_ptr<ov::AlignedBuffer>& buffer) {
     if (should_return()) {
         return;
     }
@@ -961,7 +958,6 @@ void ReadAndCompareAttributes::verify_mem_buf(const std::string& name,
         return;
     }
 }
-OPENVINO_SUPPRESS_DEPRECATED_END
 
 void ReadAndCompareAttributes::verify_function(const std::string& name, ModelAccessor& adapter) {
     if (should_return()) {
@@ -980,7 +976,6 @@ void ReadAndCompareAttributes::verify_function(const std::string& name, ModelAcc
     }
 }
 
-OPENVINO_SUPPRESS_DEPRECATED_START
 void ReadAndCompareAttributes::verify_others(const std::string& name, ov::ValueAccessor<void>& adapter) {
     if (auto inputs = ov::as_type<ov::AttributeAdapter<SubGraphOpInputDescription>>(&adapter)) {
         verify(name, inputs->get());
@@ -989,7 +984,7 @@ void ReadAndCompareAttributes::verify_others(const std::string& name, ov::ValueA
     } else if (ov::is_type<ov::AttributeAdapter<SpecialBodyPorts>>(&adapter)) {
         // drop comparison, no more info than port indexes which will be check in
         // subgraph::compare_io
-    } else if (auto a = ov::as_type<ov::AttributeAdapter<std::shared_ptr<ngraph::runtime::AlignedBuffer>>>(&adapter)) {
+    } else if (auto a = ov::as_type<ov::AttributeAdapter<std::shared_ptr<ov::AlignedBuffer>>>(&adapter)) {
         verify_mem_buf(name, a->get());
     } else if (auto attrs = ov::as_type<ov::AttributeAdapter<ov::op::util::FrameworkNodeAttrs>>(&adapter)) {
         verify(name, attrs->get());
@@ -1005,7 +1000,6 @@ void ReadAndCompareAttributes::verify_others(const std::string& name, ov::ValueA
                         adapter.get_type_info().name + "']";
     }
 }
-OPENVINO_SUPPRESS_DEPRECATED_END
 
 }  // namespace detail