diff --git a/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.cc b/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.cc
index 0f32bedec2..7b7f46ccf0 100644
--- a/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.cc
+++ b/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.cc
@@ -134,8 +134,10 @@ Status EinsumComputePreprocessor::ProcessSubscripts() {
               num_of_ellipsis_dims_ = static_cast<size_t>(current_num_of_ellipsis_dims);
             }
 
-            // We reserve 'EinsumOp::num_of_letters' for broadcasted dims as we only allow 'a' - 'z' (0 - 25) for non-broadcasted dims
-            // We will assign appropriate indices (based on number of dimensions the ellipsis corresponds to) during broadcasting related post-processing
+            // We reserve 'EinsumOp::num_of_letters' for broadcasted dims as we only allow 'a' - 'z'
+            // and 'A' - 'Z' (0 - 51) for non-broadcasted dims.
+            // We will assign appropriate indices (based on number of dimensions the ellipsis corresponds to)
+            // during broadcasting related post-processing.
             for (size_t i = 0; i < num_of_ellipsis_dims_; ++i) {
               current_subscript_indices.push_back(EinsumOp::num_of_letters);
             }
@@ -150,12 +152,13 @@ Status EinsumComputePreprocessor::ProcessSubscripts() {
                                  "Found '.' not part of an ellipsis in input: ", input_index);
         }
 
-        if (!(subscript_label >= 'a' && subscript_label <= 'z')) {
+        auto letter_index = EinsumOp::LetterToIndex(subscript_label);
+        if (letter_index == -1) {
           return ORT_MAKE_STATUS(ONNXRUNTIME, INVALID_ARGUMENT,
-                                 "The only subscript labels allowed are lowercase letters (a-z)");
+                                 "The only subscript labels allowed are lower-cased letters (a-z) and "
+                                 "upper-cased letters (A-Z)");
         }
 
-        auto letter_index = static_cast<int64_t>(subscript_label - 'a');
         auto dim_value = dims[dim_counter];
 
         // Subscript label not found in global subscript label array
diff --git a/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.h b/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.h
index 3c11d49e33..7c7b25f2a7 100644
--- a/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.h
+++ b/onnxruntime/core/providers/cpu/math/einsum_utils/einsum_compute_preprocessor.h
@@ -19,7 +19,27 @@ namespace onnxruntime {
 
 namespace EinsumOp {
 
-constexpr size_t num_of_letters = 26;
+// Einsum accepts 'a' - 'z' and 'A' - 'Z' and needs to differentiate between lower-cased
+// and upper-cased letters in the equation string (26 * 2 = 52).
+constexpr size_t num_of_letters = 52;
+
+/** Returns the index associated with the input character
+  * Returns a value between 0 - 25 for input in 'a' - 'z'
+  * Returns a value between 26 - 51 for input in 'A' - 'Z'
+  * Returns -1 for invalid input not in 'a' - 'z' or 'A' - 'Z' (caller should handle the returned result)
+ */
+inline int64_t LetterToIndex(char ch) {
+  if (ch >= 'a' && ch <= 'z') {
+    return static_cast<int64_t>(ch - 'a');
+  }
+
+  if (ch >= 'A' && ch <= 'Z') {
+    return 26 + static_cast<int64_t>(ch - 'A');
+  }
+
+  // invalid character - return error value
+  return -1;
+}
 
 }  // namespace EinsumOp
 
diff --git a/onnxruntime/test/providers/cpu/math/einsum_test.cc b/onnxruntime/test/providers/cpu/math/einsum_test.cc
index cf030e60f1..c5917de22a 100644
--- a/onnxruntime/test/providers/cpu/math/einsum_test.cc
+++ b/onnxruntime/test/providers/cpu/math/einsum_test.cc
@@ -177,6 +177,16 @@ TEST(Einsum, ExplicitEinsumAsMatmul) {
   test.Run();
 }
 
+TEST(Einsum, ExplicitEinsumAsMatmulWithUpperCasedLabel) {
+  OpTester test("Einsum", 12, onnxruntime::kOnnxDomain);
+  // 'K' != 'k' (and dim values differ too) and Einsum should handle be able to handle that
+  test.AddAttribute<std::string>("equation", "iK,Kk->ik");
+  test.AddInput<float>("x", {2, 1}, {1.f, 2.f});
+  test.AddInput<float>("y", {1, 2}, {1.f, 2.f});
+  test.AddOutput<float>("o", {2, 2}, {1.f, 2.f, 2.f, 4.f});
+  test.Run();
+}
+
 TEST(Einsum, ExplicitEinsumAsMatmul_Multi_Input) {
   OpTester test("Einsum", 12, onnxruntime::kOnnxDomain);
   test.AddAttribute<std::string>("equation", "ij,jk,kl->li");