diff --git a/eng/tools/azure-sdk-tools/ci_tools/functions.py b/eng/tools/azure-sdk-tools/ci_tools/functions.py
index 09295b829000..2d6a2b338fc7 100644
--- a/eng/tools/azure-sdk-tools/ci_tools/functions.py
+++ b/eng/tools/azure-sdk-tools/ci_tools/functions.py
@@ -55,7 +55,7 @@
     "sdk/textanalytics/azure-ai-textanalytics",
 ]
 
-TEST_COMPATIBILITY_MAP = {"azure-ai-ml": ">=3.7"}
+TEST_COMPATIBILITY_MAP = {"azure-ai-ml": ">=3.7, !=3.14.*"}
 TEST_PYTHON_DISTRO_INCOMPATIBILITY_MAP = {
     "azure-storage-blob": "pypy",
     "azure-storage-queue": "pypy",
diff --git a/sdk/ml/ci.yml b/sdk/ml/ci.yml
index 82c4f5a25c82..060a9cc19baf 100644
--- a/sdk/ml/ci.yml
+++ b/sdk/ml/ci.yml
@@ -32,6 +32,13 @@ extends:
     ServiceDirectory: ml
     TestTimeoutInMinutes: 75
     TestProxy: true
+    MatrixConfigs:
+      - Name: ai_ci_matrix
+        Path: sdk/ml/platform-matrix.json
+        Selection: sparse
+        GenerateVMJobs: true
+    MatrixFilters:
+      - PythonVersion=^(?!3\.14)
     # This is a short term solution to create API review for python azure-ml package only when running pipeline manually
     # Long term solution should be to have different versions on main branch and release branch for python package so APIView can have different revisions for each version.
     # Tracking issue: https://github.com/Azure/azure-sdk-for-python/issues/29196
diff --git a/sdk/ml/platform-matrix.json b/sdk/ml/platform-matrix.json
new file mode 100644
index 000000000000..5729efe0ad67
--- /dev/null
+++ b/sdk/ml/platform-matrix.json
@@ -0,0 +1,64 @@
+{
+  "displayNames": {
+    "--disablecov": "",
+    "false": "",
+    "true": ""
+  },
+  "matrix": {
+    "Agent": {
+      "macos-latest": { "OSVmImage": "env:MACVMIMAGE", "Pool": "env:MACPOOL" },
+      "ubuntu-24.04": { "OSVmImage": "env:LINUXVMIMAGE", "Pool": "env:LINUXPOOL" }
+    },
+    "PythonVersion": [ "3.9", "3.11", "3.10" ],
+    "CoverageArg": "--disablecov",
+    "TestSamples": "false"
+  },
+  "include": [
+    {
+      "CoverageConfig": {
+        "ubuntu2404_39_coverage": {
+          "OSVmImage": "env:LINUXVMIMAGE",
+          "Pool": "env:LINUXPOOL",
+          "PythonVersion": "3.9",
+          "CoverageArg": "",
+          "TestSamples": "false"
+        }
+      }
+    },
+    {
+      "Config": {
+        "Ubuntu2404_312": {
+          "OSVmImage": "env:LINUXVMIMAGE",
+          "Pool": "env:LINUXPOOL",
+          "PythonVersion": "3.12",
+          "CoverageArg": "--disablecov",
+          "TestSamples": "false"
+        }
+      }
+    },
+    {
+      "Config": {
+        "sk_Ubuntu2404_310": {
+          "OSVmImage": "env:LINUXVMIMAGE",
+          "Pool": "env:LINUXPOOL",
+          "PythonVersion": "3.10",
+          "CoverageArg": "--disablecov",
+          "TestSamples": "false",
+          "InjectedPackages": "semantic-kernel",
+          "UnsupportedToxEnvironments": "sdist,depends,latestdependency,mindependency,whl_no_aio"
+        }
+      }
+    },
+    {
+      "Config": {
+        "Ubuntu2404_313": {
+          "OSVmImage": "env:LINUXVMIMAGE",
+          "Pool": "env:LINUXPOOL",
+          "PythonVersion": "3.13",
+          "CoverageArg": "--disablecov",
+          "TestSamples": "false"
+        }
+      }
+    }
+  ]
+}