diff --git a/src/backends/cl/ClBackendContext.cpp b/src/backends/cl/ClBackendContext.cpp
index 125f01b..9c5cca9 100644
--- a/src/backends/cl/ClBackendContext.cpp
+++ b/src/backends/cl/ClBackendContext.cpp
@@ -21,8 +21,9 @@
 struct ClBackendContext::ClContextControlWrapper
 {
     ClContextControlWrapper(arm_compute::CLTuner* tuner,
+                            arm_compute::CLGEMMHeuristicsHandle* heuristicsHandle,
                             bool profilingEnabled)
-        : m_ClContextControl(tuner, profilingEnabled)
+        : m_ClContextControl(tuner, heuristicsHandle, profilingEnabled)
     {}
 
     bool Sync()
@@ -143,6 +144,7 @@
     bool kernelProfiling = options.m_EnableGpuProfiling;
 
     arm_compute::CLTuner* tuner = nullptr;
+    arm_compute::CLGEMMHeuristicsHandle* mlgoTuner = nullptr;
     bool useLegacyTunerAPI = options.m_GpuAccTunedParameters.get() != nullptr;
     if (useLegacyTunerAPI)
     {
@@ -197,6 +199,10 @@
                 {
                     tuningLevel = ParseTuningLevel(value, defaultTuningLevel);
                 }
+                else if (name == "MLGOTuningFilePath")
+                {
+                    m_MLGOTuningFile = ParseFile(value, "");
+                }
             });
 
         // Create the tuner, in tuning mode initially.
@@ -216,13 +222,31 @@
                 ARMNN_LOG(warning) << "Could not load GpuAcc tuner data file.";
             }
         }
+
+        if (!m_MLGOTuningFile.empty())
+        {
+            try
+            {
+                ARMNN_LOG(info) << "Loading Gpu MLGO tuning data from file: " << m_TuningFile;
+                if(m_MLGOTuner.reload_from_file(m_MLGOTuningFile.c_str()))
+                {
+                    mlgoTuner = &m_MLGOTuner;
+                }
+            }
+            catch (const std::exception& e)
+            {
+                ARMNN_LOG(warning) << "Could not load GpuAcc MLGO tuner data file.";
+            }
+        }
+
         tuner = m_Tuner.get();
     }
 
     m_ClContextControlWrapper = std::make_unique<ClContextControlWrapper>(
             tuner,
+            mlgoTuner,
             kernelProfiling
-        );
+    );
 }
 
 bool ClBackendContext::BeforeLoadNetwork(NetworkId)
diff --git a/src/backends/cl/ClBackendContext.hpp b/src/backends/cl/ClBackendContext.hpp
index bcac0d2..af988a9 100644
--- a/src/backends/cl/ClBackendContext.hpp
+++ b/src/backends/cl/ClBackendContext.hpp
@@ -9,6 +9,7 @@
 #include <mutex>
 
 #include <arm_compute/runtime/CL/CLTuner.h>
+#include <arm_compute/runtime/CL/CLGEMMHeuristicsHandle.h>
 
 namespace armnn
 {
@@ -35,6 +36,10 @@
 
     std::unique_ptr<arm_compute::CLTuner> m_Tuner;
     std::string m_TuningFile;
+
+protected:
+    arm_compute::CLGEMMHeuristicsHandle m_MLGOTuner;
+    std::string m_MLGOTuningFile;
 };
 
 } // namespace armnn
\ No newline at end of file
diff --git a/src/backends/cl/ClContextControl.cpp b/src/backends/cl/ClContextControl.cpp
index 7ab825f..fd2d0f5 100644
--- a/src/backends/cl/ClContextControl.cpp
+++ b/src/backends/cl/ClContextControl.cpp
@@ -28,8 +28,10 @@
 {
 
 ClContextControl::ClContextControl(arm_compute::CLTuner *tuner,
+                                   arm_compute::CLGEMMHeuristicsHandle* heuristicsHandle,
                                    bool profilingEnabled)
     : m_Tuner(tuner)
+    , m_HeuristicsHandle(heuristicsHandle)
     , m_ProfilingEnabled(profilingEnabled)
 {
     // Ignore m_ProfilingEnabled if unused to avoid compiling problems when ArmCompute is disabled.
@@ -156,7 +158,7 @@
 
     // Note the first argument (path to cl source code) will be ignored as they should be embedded in the armcompute.
     arm_compute::CLKernelLibrary::get().init(".", context, device);
-    arm_compute::CLScheduler::get().init(context, commandQueue, device, m_Tuner);
+    arm_compute::CLScheduler::get().init(context, commandQueue, device, m_Tuner, m_HeuristicsHandle);
 }
 
 void ClContextControl::ClearClCache()
diff --git a/src/backends/cl/ClContextControl.hpp b/src/backends/cl/ClContextControl.hpp
index 2ed43bc..4a640cd 100644
--- a/src/backends/cl/ClContextControl.hpp
+++ b/src/backends/cl/ClContextControl.hpp
@@ -7,6 +7,7 @@
 #include "armnn/IRuntime.hpp"
 
 #include <arm_compute/runtime/CL/CLTuner.h>
+#include <arm_compute/runtime/CL/CLGEMMHeuristicsHandle.h>
 
 namespace armnn
 {
@@ -17,6 +18,7 @@
 public:
 
     ClContextControl(arm_compute::CLTuner* = nullptr,
+                     arm_compute::CLGEMMHeuristicsHandle* = nullptr,
                      bool profilingEnabled = false);
 
     virtual ~ClContextControl();
@@ -35,6 +37,7 @@
     void DoLoadOpenClRuntime(bool updateTunedParameters);
 
     arm_compute::CLTuner* m_Tuner;
+    arm_compute::CLGEMMHeuristicsHandle* m_HeuristicsHandle;
 
     bool m_ProfilingEnabled;
 };
@@ -51,6 +54,7 @@
     TuningLevel m_TuningLevel;
 
     arm_compute::CLTuner m_Tuner;
+    arm_compute::CLGEMMHeuristicsHandle m_HeuristicsHandle;
 };
 
 } // namespace armnn
diff --git a/src/backends/cl/test/ClContextControlFixture.hpp b/src/backends/cl/test/ClContextControlFixture.hpp
index 0371c69..14970be 100644
--- a/src/backends/cl/test/ClContextControlFixture.hpp
+++ b/src/backends/cl/test/ClContextControlFixture.hpp
@@ -13,7 +13,7 @@
 {
     // Initialising ClContextControl to ensure OpenCL is loaded correctly for each test case
     ClContextControlFixtureBase()
-        : m_ClContextControl(nullptr, ProfilingEnabled) {}
+        : m_ClContextControl(nullptr, nullptr, ProfilingEnabled) {}
 
     armnn::ClContextControl m_ClContextControl;
 };
diff --git a/src/backends/cl/test/ClOptimizedNetworkTests.cpp b/src/backends/cl/test/ClOptimizedNetworkTests.cpp
index 2797080..dddc5aa 100644
--- a/src/backends/cl/test/ClOptimizedNetworkTests.cpp
+++ b/src/backends/cl/test/ClOptimizedNetworkTests.cpp
@@ -10,6 +10,10 @@
 #include <test/GraphUtils.hpp>
 
 #include <cl/ClWorkloadFactory.hpp>
+#include <cl/ClBackendContext.hpp>
+
+#include <Filesystem.hpp>
+
 
 #include <boost/test/unit_test.hpp>
 
@@ -130,4 +134,113 @@
     BOOST_TEST(modelOptionsOut[0].GetOption(0).GetValue().AsBool() == true);
 }
 
+BOOST_AUTO_TEST_CASE(CheckMLGOTuningFile)
+{
+    class ClBackendContextTestClass : public armnn::ClBackendContext
+    {
+    public:
+        ClBackendContextTestClass(const armnn::IRuntime::CreationOptions &options) : ClBackendContext(options)
+        {}
+
+        bool call_reload_from_file()
+        {
+            return m_MLGOTuner.reload_from_file(m_MLGOTuningFile);
+        }
+    };
+
+    const std::string validText{
+            "<header>\n"
+            "gemm-version, [1,2,1]\n"
+            "ip-type,gpu\n"
+            "</header>\n"
+            "<heuristics-table>\n"
+            "0, g71 , 8, f32, best-performance, static, gemm-type, [m,n,k,n]\n"
+            "1, g71 , 8, f32, best-performance, static, gemm-config-reshaped-only-rhs, [m,n,k,n]\n"
+            "2, g71 , 8, f32, best-performance, static, gemm-config-reshaped, [m,n,k,n]\n"
+            "3, g71 , 8, qasymm8, best-performance, static, gemm-type, [m,n,k,n]\n"
+            "4, g71 , 8, qasymm8, best-performance, static, gemm-config-reshaped-only-rhs, [m,n,k,n]\n"
+            "5, g71 , 8, qasymm8, best-performance, static, gemm-config-native, [m,n,k,n]\n"
+            "</heuristics-table>\n"
+            "<heuristic, 0>\n"
+            "b , 0, var, r_mn, >=, num, 2., 1, 2\n"
+            "l , 1, gemm-type, reshaped\n"
+            "l , 2, gemm-type, reshaped-only-rhs\n"
+            "</heuristic>\n"
+            "<heuristic, 1>\n"
+            "l ,0,gemm-config-reshaped-only-rhs, [2, 4,4,4,1,1,0]\n"
+            "</heuristic>\n"
+            "<heuristic, 2>\n"
+            "l ,0,gemm-config-reshaped,[4,2,8,16,16,1,0,1,0]\n"
+            "</heuristic>\n"
+            "<heuristic, 3>\n"
+            "l , 0, gemm-type, native\n"
+            "</heuristic>\n"
+            "<heuristic, 4>\n"
+            "l ,0,gemm-config-reshaped-only-rhs, [2, 4,4,4,1,1,0]\n"
+            "</heuristic>\n"
+            "<heuristic, 5>\n"
+            "l ,0,gemm-config-native,[4,2,8]\n"
+            "</heuristic>\n"};
+
+    const std::string invalidText{"ʕノ•ᴥ•ʔノ ︵ ┻━┻"};
+
+    fs::path validFile = armnnUtils::Filesystem::NamedTempFile("validFile.mlgo");
+    fs::path invalidFile = armnnUtils::Filesystem::NamedTempFile("invalidFile.mlgo");
+
+    try
+    {
+        std::ofstream ofs1{validFile};
+        ofs1 << validText << std::endl;
+        ofs1.close();
+
+        std::ofstream ofs2{invalidFile};
+        ofs2 << invalidText << std::endl;
+        ofs2.close();
+    }
+    catch (std::exception &e)
+    {
+        std::cerr << "Unable to write to file at location [" << validFile.c_str() << "] : " << e.what() << std::endl;
+        BOOST_TEST(false);
+    }
+
+    armnn::IRuntime::CreationOptions creationOptions1;
+    armnn::BackendOptions validOptions
+            {
+                    "GpuAcc",
+                    {
+                            {"MLGOTuningFilePath", validFile.c_str()}
+                    }
+            };
+
+    creationOptions1.m_BackendOptions.emplace_back(validOptions);
+    ClBackendContextTestClass clBackendContext1(creationOptions1);
+    BOOST_TEST(clBackendContext1.call_reload_from_file());
+
+    armnn::BackendOptions invalidOptions
+            {
+                    "GpuAcc",
+                    {
+                            {"MLGOTuningFilePath", invalidFile.c_str()}
+                    }
+            };
+
+    armnn::IRuntime::CreationOptions creationOptions2;
+    creationOptions2.m_BackendOptions.emplace_back(invalidOptions);
+    ClBackendContextTestClass clBackendContext2(creationOptions2);
+    BOOST_TEST(clBackendContext2.call_reload_from_file() == false);
+
+    armnn::BackendOptions invalidPathOptions
+            {
+                    "GpuAcc",
+                    {
+                            {"MLGOTuningFilePath", "not_a_real_file_path"}
+                    }
+            };
+
+    armnn::IRuntime::CreationOptions creationOptions3;
+    creationOptions3.m_BackendOptions.emplace_back(invalidPathOptions);
+    ClBackendContextTestClass clBackendContext3(creationOptions3);
+    BOOST_TEST(clBackendContext3.call_reload_from_file() == false);
+}
+
 BOOST_AUTO_TEST_SUITE_END();
diff --git a/src/backends/cl/test/OpenClTimerTest.cpp b/src/backends/cl/test/OpenClTimerTest.cpp
index 68a356a..0e1f28e 100644
--- a/src/backends/cl/test/OpenClTimerTest.cpp
+++ b/src/backends/cl/test/OpenClTimerTest.cpp
@@ -32,7 +32,7 @@
     // Initialising ClContextControl to ensure OpenCL is loaded correctly for each test case.
     // NOTE: Profiling needs to be enabled in ClContextControl to be able to obtain execution
     // times from OpenClTimer.
-    OpenClFixture() : m_ClContextControl(nullptr, true) {}
+    OpenClFixture() : m_ClContextControl(nullptr, nullptr, true) {}
     ~OpenClFixture() {}
 
     ClContextControl m_ClContextControl;