diff --git a/recipes/tensorflow-lite/all/conandata.yml b/recipes/tensorflow-lite/all/conandata.yml
index 4727adcc61017..c5076017657c5 100644
--- a/recipes/tensorflow-lite/all/conandata.yml
+++ b/recipes/tensorflow-lite/all/conandata.yml
@@ -1,26 +1,27 @@
 sources:
   "2.12.0":
-    url: "https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.10.0.tar.gz"
-    sha256: "b5a1bb04c84b6fe1538377e5a1f649bb5d5f0b2e3625a3c526ff3a8af88633e8"
+    url: "https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.12.0.tar.gz"
+    sha256: "c030cb1905bff1d2446615992aad8d8d85cbe90c4fb625cee458c63bf466bc8e"
   "2.10.0":
     url: "https://github.com/tensorflow/tensorflow/archive/refs/tags/v2.10.0.tar.gz"
     sha256: "b5a1bb04c84b6fe1538377e5a1f649bb5d5f0b2e3625a3c526ff3a8af88633e8"
 patches:
   "2.12.0":
-    - patch_file: "patches/remove_simple_memory_arena_debug_dump.patch"
+    - patch_file: "patches/2.12.0-0001-remove_simple_memory_arena_debug_dump.patch"
       patch_description: "Shared build fails on Windows with error LNK2005. Resolve the conflict by removing the conflicting implementation for now."
-    - patch_file: "patches/disable_fetch_content.patch"
+      patch_type: "conan"
+    - patch_file: "patches/2.12.0-0002-disable-fetch-content.patch"
       patch_description: "Fail if the CMake build script tries to fetch external dependencies"
       patch_type: "conan"
-    - patch_file: "patches/dependencies_2_10.patch"
+    - patch_file: "patches/2.12.0-0003-use-cci-dependencies.patch"
       patch_description: "Dependency compatibility: Patch CMakeLists.txt, updating package names, target names, etc"
       patch_type: "conan"
   "2.10.0":
-    - patch_file: "patches/remove_simple_memory_arena_debug_dump.patch"
+    - patch_file: "patches/2.10.0-0001-remove_simple_memory_arena_debug_dump.patch"
       patch_description: "Shared build fails on Windows with error LNK2005. Resolve the conflict by removing the conflicting implementation for now."
-    - patch_file: "patches/disable_fetch_content.patch"
+    - patch_file: "patches/2.10.0-0002-disable_fetch_content.patch"
       patch_description: "Fail if the CMake build script tries to fetch external dependencies"
       patch_type: "conan"
-    - patch_file: "patches/dependencies_2_10.patch"
+    - patch_file: "patches/2.10.0-0003-use-cci-dependencies.patch"
       patch_description: "Dependency compatibility: Patch CMakeLists.txt, updating package names, target names, etc"
       patch_type: "conan"
diff --git a/recipes/tensorflow-lite/all/conanfile.py b/recipes/tensorflow-lite/all/conanfile.py
index 7a430b9baca1a..0ad39bb09b0e6 100644
--- a/recipes/tensorflow-lite/all/conanfile.py
+++ b/recipes/tensorflow-lite/all/conanfile.py
@@ -1,9 +1,10 @@
+import os
 from conan import ConanFile
 from conan.errors import ConanInvalidConfiguration
 from conan.tools.build import check_min_cppstd
 from conan.tools.cmake import CMake, CMakeToolchain, CMakeDeps, cmake_layout
 from conan.tools.env import VirtualBuildEnv
-from conan.tools.files import get, save, copy, export_conandata_patches, apply_conandata_patches
+from conan.tools.files import get, save, copy, export_conandata_patches, apply_conandata_patches, replace_in_file
 from conan.tools.scm import Version
 from os.path import join
 import textwrap
@@ -72,6 +73,10 @@ def configure(self):
     def layout(self):
         cmake_layout(self, src_folder="src")
 
+    @property
+    def _needs_fxdiv(self):
+        return Version(self.version) >= "2.12.0"
+
     def requirements(self):
         self.requires("abseil/20230125.3")
         self.requires("eigen/3.4.0")
@@ -88,6 +93,8 @@ def requirements(self):
             self.requires("pthreadpool/cci.20231129")
         if self.options.with_xnnpack or self.options.get_safe("with_nnapi", False):
             self.requires("fp16/cci.20210320")
+        if self._needs_fxdiv:
+            self.requires("fxdiv/cci.20200417")
 
     def validate(self):
         if self.settings.get_safe("compiler.cppstd"):
@@ -151,6 +158,7 @@ def _module_file(self):
     def package(self):
         copy(self, "LICENSE", self.source_folder, join(self.package_folder, "licenses"))
         copy(self, "*.h", join(self.source_folder, "tensorflow", "lite"), join(self.package_folder, "include", "tensorflow", "lite"))
+        copy(self, "version.h", join(self.source_folder, "tensorflow", "core", "public"), join(self.package_folder, "include", "tensorflow", "core", "public"))
         copy(self, "*.a", self.build_folder, join(self.package_folder, "lib"))
         copy(self, "*.so", self.build_folder, join(self.package_folder, "lib"))
         copy(self, "*.dylib", self.build_folder, join(self.package_folder, "lib"))
diff --git a/recipes/tensorflow-lite/all/patches/remove_simple_memory_arena_debug_dump.patch b/recipes/tensorflow-lite/all/patches/2.10.0-0001-remove_simple_memory_arena_debug_dump.patch
similarity index 100%
rename from recipes/tensorflow-lite/all/patches/remove_simple_memory_arena_debug_dump.patch
rename to recipes/tensorflow-lite/all/patches/2.10.0-0001-remove_simple_memory_arena_debug_dump.patch
diff --git a/recipes/tensorflow-lite/all/patches/disable_fetch_content.patch b/recipes/tensorflow-lite/all/patches/2.10.0-0002-disable_fetch_content.patch
similarity index 100%
rename from recipes/tensorflow-lite/all/patches/disable_fetch_content.patch
rename to recipes/tensorflow-lite/all/patches/2.10.0-0002-disable_fetch_content.patch
diff --git a/recipes/tensorflow-lite/all/patches/dependencies_2_10.patch b/recipes/tensorflow-lite/all/patches/2.10.0-0003-use-cci-dependencies.patch
similarity index 100%
rename from recipes/tensorflow-lite/all/patches/dependencies_2_10.patch
rename to recipes/tensorflow-lite/all/patches/2.10.0-0003-use-cci-dependencies.patch
diff --git a/recipes/tensorflow-lite/all/patches/2.12.0-0001-remove_simple_memory_arena_debug_dump.patch b/recipes/tensorflow-lite/all/patches/2.12.0-0001-remove_simple_memory_arena_debug_dump.patch
new file mode 100644
index 0000000000000..7347da947b777
--- /dev/null
+++ b/recipes/tensorflow-lite/all/patches/2.12.0-0001-remove_simple_memory_arena_debug_dump.patch
@@ -0,0 +1,21 @@
+diff --git a/tensorflow/lite/CMakeLists.txt b/tensorflow/lite/CMakeLists.txt
+index c71a392..7260efe 100644
+--- a/tensorflow/lite/CMakeLists.txt
++++ b/tensorflow/lite/CMakeLists.txt
+@@ -221,6 +221,9 @@ if(CMAKE_SYSTEM_NAME MATCHES "Android")
+ endif()
+ # Build a list of source files to compile into the TF Lite library.
+ populate_tflite_source_vars("." TFLITE_SRCS)
++if(CMAKE_SYSTEM_NAME MATCHES "Windows" AND BUILD_SHARED_LIBS)
++  list(FILTER TFLITE_SRCS EXCLUDE REGEX ".*simple_memory_arena_debug_dump\\.cc$")
++endif()
+ 
+ # This particular file is excluded because the more explicit approach to enable
+ # XNNPACK delegate is preferred to the weak-symbol one.
+@@ -654,4 +657,4 @@ target_link_libraries(_pywrap_tensorflow_interpreter_wrapper
+ target_compile_options(_pywrap_tensorflow_interpreter_wrapper
+   PUBLIC ${TFLITE_TARGET_PUBLIC_OPTIONS}
+   PRIVATE ${TFLITE_TARGET_PRIVATE_OPTIONS}
+-)
+\ No newline at end of file
++)
diff --git a/recipes/tensorflow-lite/all/patches/2.12.0-0002-disable-fetch-content.patch b/recipes/tensorflow-lite/all/patches/2.12.0-0002-disable-fetch-content.patch
new file mode 100644
index 0000000000000..3e5227f425d87
--- /dev/null
+++ b/recipes/tensorflow-lite/all/patches/2.12.0-0002-disable-fetch-content.patch
@@ -0,0 +1,23 @@
+diff --git a/tensorflow/lite/CMakeLists.txt b/tensorflow/lite/CMakeLists.txt
+index 24b8265..7260efe 100644
+--- a/tensorflow/lite/CMakeLists.txt
++++ b/tensorflow/lite/CMakeLists.txt
+@@ -657,4 +657,4 @@ target_link_libraries(_pywrap_tensorflow_interpreter_wrapper
+ target_compile_options(_pywrap_tensorflow_interpreter_wrapper
+   PUBLIC ${TFLITE_TARGET_PUBLIC_OPTIONS}
+   PRIVATE ${TFLITE_TARGET_PRIVATE_OPTIONS}
+-)
+\ No newline at end of file
++)
+diff --git a/tensorflow/lite/tools/cmake/modules/OverridableFetchContent.cmake b/tensorflow/lite/tools/cmake/modules/OverridableFetchContent.cmake
+index 9ed9510..4a6a45d 100644
+--- a/tensorflow/lite/tools/cmake/modules/OverridableFetchContent.cmake
++++ b/tensorflow/lite/tools/cmake/modules/OverridableFetchContent.cmake
+@@ -251,6 +251,7 @@ function(OverridableFetchContent_Declare CONTENT_NAME)
+     URL_HASH
+     URL_MD5
+   )
++  message(FATAL_ERROR "OverridableFetchContent_Declare called by ${CONTENT_NAME}! Failing build.")
+   set(ALL_VALUE_ARGS LICENSE_FILE LICENSE_URL ${OVERRIDABLE_ARGS})
+   cmake_parse_arguments(ARGS
+     ""
diff --git a/recipes/tensorflow-lite/all/patches/2.12.0-0003-use-cci-dependencies.patch b/recipes/tensorflow-lite/all/patches/2.12.0-0003-use-cci-dependencies.patch
new file mode 100644
index 0000000000000..669ae2418a34e
--- /dev/null
+++ b/recipes/tensorflow-lite/all/patches/2.12.0-0003-use-cci-dependencies.patch
@@ -0,0 +1,103 @@
+diff --git a/tensorflow/lite/CMakeLists.txt b/tensorflow/lite/CMakeLists.txt
+index 24b8265..9e0d1e0 100644
+--- a/tensorflow/lite/CMakeLists.txt
++++ b/tensorflow/lite/CMakeLists.txt
+@@ -142,31 +142,16 @@
+ find_package(absl REQUIRED)
+ find_package(Eigen3 REQUIRED)
+ find_package(farmhash REQUIRED)
+-find_package(fft2d REQUIRED)
++find_package(fft REQUIRED)
+ find_package(Flatbuffers REQUIRED)
+ find_package(gemmlowp REQUIRED)
+-find_package(NEON_2_SSE REQUIRED)
+ find_package(cpuinfo REQUIRED)  #CPUINFO is used by XNNPACK and RUY library
+ find_package(ruy REQUIRED)
+-# Download necessary dependencies.
+-# Download pthreadpool source package if it doesn't exist.
+-if(NOT DEFINED PTHREADPOOL_SOURCE_DIR)
+-    message(STATUS "Downloading pthreadpool to ${CMAKE_BINARY_DIR}/pthreadpool-source (define PTHREADPOOL_SOURCE_DIR to avoid it)")
+-    configure_file(cmake/DownloadPThreadPool.cmake "${CMAKE_BINARY_DIR}/pthreadpool-download/CMakeLists.txt")
+-    execute_process(COMMAND "${CMAKE_COMMAND}" -G "${CMAKE_GENERATOR}" .
+-      WORKING_DIRECTORY "${CMAKE_BINARY_DIR}/pthreadpool-download")
+-    execute_process(COMMAND "${CMAKE_COMMAND}" --build .
+-      WORKING_DIRECTORY "${CMAKE_BINARY_DIR}/pthreadpool-download")
+-    set(PTHREADPOOL_SOURCE_DIR "${CMAKE_BINARY_DIR}/pthreadpool-source" CACHE STRING "pthreadpool source directory")
+-endif()
+-# Configure pthreadpool
+-if(NOT TARGET pthreadpool)
+-  set(PTHREADPOOL_BUILD_TESTS OFF CACHE BOOL "")
+-  set(PTHREADPOOL_BUILD_BENCHMARKS OFF CACHE BOOL "")
+-  set(PTHREADPOOL_ALLOW_DEPRECATED_API OFF CACHE BOOL "")
+-  add_subdirectory(
+-    "${PTHREADPOOL_SOURCE_DIR}"
+-    "${CMAKE_BINARY_DIR}/pthreadpool")
++
++if(TARGET flatbuffers::flatbuffers_shared)
++  set(FLATBUFFERS_TARGET flatbuffers::flatbuffers_shared)
++else()
++  set(FLATBUFFERS_TARGET flatbuffers::flatbuffers)
+ endif()
+ set(TF_TARGET_PRIVATE_OPTIONS "")
+ if(CMAKE_CXX_COMPILER_ID MATCHES "Clang$")
+@@ -180,6 +165,10 @@
+ set(TFLITE_TARGET_PRIVATE_DEFINITIONS "")
+ # Additional library dependencies based upon enabled features.
+ set(TFLITE_TARGET_DEPENDENCIES "")
++if (NOT CMAKE_SYSTEM_PROCESSOR OR CMAKE_SYSTEM_PROCESSOR MATCHES "x86")
++  find_package(NEON_2_SSE REQUIRED)
++  list(APPEND TFLITE_TARGET_DEPENDENCIES NEON_2_SSE::NEON_2_SSE)
++endif()
+ if(CMAKE_CXX_COMPILER_ID MATCHES "Clang$")
+   # TFLite uses deprecated methods in neon2sse which generates a huge number of
+   # warnings so surpress these until they're fixed.
+@@ -429,13 +418,14 @@
+ endif()
+ if(TFLITE_ENABLE_XNNPACK)
+   find_package(fp16_headers REQUIRED)
+-  find_package(XNNPACK REQUIRED)
++  find_package(xnnpack REQUIRED)
++  find_package(pthreadpool REQUIRED)
+   populate_tflite_source_vars("delegates/xnnpack"
+     TFLITE_DELEGATES_XNNPACK_SRCS
+     FILTER ".*(_test|_tester)\\.(cc|h)"
+   )
+   list(APPEND TFLITE_TARGET_DEPENDENCIES
+-    XNNPACK
++    xnnpack::xnnpack    
+   )
+   list(APPEND TFLITE_TARGET_PUBLIC_OPTIONS "-DTFLITE_BUILD_WITH_XNNPACK_DELEGATE")
+ endif()
+@@ -492,6 +482,7 @@
+   TFLITE_KERNEL_INTERNAL_REF_SPARSE_OPS_SRCS
+ )
+ set(TFLITE_PROFILER_SRCS
++${TFLITE_SOURCE_DIR}/profiling/telemetry/telemetry.cc
+   ${TFLITE_SOURCE_DIR}/profiling/platform_profiler.cc
+   ${TFLITE_SOURCE_DIR}/profiling/root_profiler.h
+   ${TFLITE_SOURCE_DIR}/profiling/root_profiler.cc
+@@ -555,19 +546,18 @@
+ target_link_libraries(tensorflow-lite
+   PUBLIC
+     Eigen3::Eigen
+-    NEON_2_SSE::NEON_2_SSE
+     absl::flags
+     absl::hash
+     absl::status
+     absl::strings
+     absl::synchronization
+     absl::variant
+-    farmhash
+-    fft2d_fftsg2d
+-    flatbuffers::flatbuffers
+-    gemmlowp
++    farmhash::farmhash
++    fft::fft
++    ${FLATBUFFERS_TARGET}
++    gemmlowp::eight_bit_int_gemm
+     ruy::ruy
+-    pthreadpool
++    pthreadpool::pthreadpool
+     ${CMAKE_DL_LIBS}
+     ${TFLITE_TARGET_DEPENDENCIES}
+ )
diff --git a/recipes/tensorflow-lite/all/test_package/test_package.cpp b/recipes/tensorflow-lite/all/test_package/test_package.cpp
index 4a4921bbf217f..954d81537da3f 100644
--- a/recipes/tensorflow-lite/all/test_package/test_package.cpp
+++ b/recipes/tensorflow-lite/all/test_package/test_package.cpp
@@ -1,3 +1,4 @@
+#include <tensorflow/lite/version.h>
 #include <tensorflow/lite/model.h>
 #include <tensorflow/lite/interpreter.h>
 #include <tensorflow/lite/kernels/register.h>
@@ -12,6 +13,7 @@ int main(int argc, char * argv[]) {
         std::cerr << "Pass model file path as argument" << std::endl;
         return -1;
     }
+    std::cout << "Using TensorFlow Lite version " << TFLITE_VERSION_STRING << std::endl;
     auto model = tflite::FlatBufferModel::BuildFromFile(argv[1]);
     if (!model) {
         throw std::runtime_error("Failed to load TFLite model");