diff --git a/WORKSPACE b/WORKSPACE
index 65cd2988473..2597b8765c9 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -106,6 +106,14 @@ onedal_repo(
     root_env_var = "DALROOT",
 )
 
+http_archive(
+    name = "boost",
+    url = "https://archives.boost.io/release/1.86.0/source/boost_1_86_0.tar.gz",
+    sha256 = "2575e74ffc3ef1cd0babac2c1ee8bdb5782a0ee672b1912da40e5b4b591ca01f",
+    strip_prefix = "boost_1_86_0",
+    build_file = "@onedal//dev/bazel/deps:boost.tpl.BUILD",
+)
+
 http_archive(
     name = "catch2",
     url = "https://github.com/catchorg/Catch2/archive/v3.7.1.tar.gz",
@@ -113,6 +121,14 @@ http_archive(
     strip_prefix = "Catch2-3.7.1",
 )
 
+http_archive(
+    name = "eigen",
+    url = "https://gitlab.com/libeigen/eigen/-/archive/3.4.0/eigen-3.4.0.tar.gz",
+    sha256 = "8586084f71f9bde545ee7fa6d00288b264a2b7ac3607b974e54d13e7162c1c72",
+    build_file = "@onedal//dev/bazel/deps:eigen.tpl.BUILD",
+    strip_prefix = "eigen-3.4.0",
+)
+
 http_archive(
     name = "fmt",
     url = "https://github.com/fmtlib/fmt/archive/11.0.2.tar.gz",
diff --git a/cpp/oneapi/dal/backend/primitives/lapack/test/syevd_dpc.cpp b/cpp/oneapi/dal/backend/primitives/lapack/test/syevd_dpc.cpp
index 56484014a81..bf3dc1aee8c 100644
--- a/cpp/oneapi/dal/backend/primitives/lapack/test/syevd_dpc.cpp
+++ b/cpp/oneapi/dal/backend/primitives/lapack/test/syevd_dpc.cpp
@@ -128,6 +128,46 @@ class syevd_test : public te::float_algo_fixture<Float> {
         }
     }
 
+    void check_eigvals_with_eigen(const la::matrix<Float>& s,
+                                  const la::matrix<Float>& eigvecs,
+                                  const la::matrix<Float>& eigvals) const {
+        INFO("convert results to float64");
+        const auto s_f64 = la::astype<double>(s);
+        const auto eigvals_f64 = la::astype<double>(eigvals);
+        const auto eigvecs_f64 = la::astype<double>(eigvecs);
+        std::int64_t row_count = s.get_row_count();
+        std::int64_t column_count = s.get_column_count();
+        const Float* data = s.get_data();
+
+        Eigen::Matrix<Float, Eigen::Dynamic, Eigen::Dynamic> eigen_matrix(row_count, column_count);
+        for (int i = 0; i < eigen_matrix.rows(); ++i) {
+            for (int j = 0; j < eigen_matrix.cols(); ++j) {
+                eigen_matrix(i, j) = data[i * column_count + j];
+            }
+        }
+
+        Eigen::SelfAdjointEigenSolver<Eigen::Matrix<Float, Eigen::Dynamic, Eigen::Dynamic>> es(
+            eigen_matrix);
+
+        auto eigenvalues = es.eigenvalues().real();
+        INFO("oneDAL eigvals vs Eigen eigvals");
+        la::enumerate_linear(eigvals_f64, [&](std::int64_t i, Float x) {
+            REQUIRE(abs(eigvals_f64.get(i) - eigenvalues(i)) < 0.1);
+        });
+
+        INFO("oneDAL eigvectors vs Eigen eigvectors");
+        auto eigenvectors = es.eigenvectors().real();
+
+        const double* eigenvec_ptr = eigvecs_f64.get_data();
+        //TODO: investigate Eigen classes and align checking between oneDAL and Eigen classes.
+        for (int j = 0; j < eigvecs.get_column_count(); ++j) {
+            auto column_eigen = eigenvectors.col(j);
+            for (int i = 0; i < eigvecs.get_row_count(); ++i) {
+                REQUIRE((abs(eigenvec_ptr[j * row_count + i]) - abs(column_eigen(i))) < 0.1);
+            }
+        }
+    }
+
     void check_eigvals_are_ascending(const la::matrix<Float>& eigvals) const {
         INFO("check eigenvalues order is ascending");
         la::enumerate_linear(eigvals, [&](std::int64_t i, Float x) {
@@ -158,6 +198,7 @@ TEMPLATE_LIST_TEST_M(syevd_test, "test syevd with pos def matrix", "[sym_eigvals
 
     this->check_eigvals_definition(s, eigenvectors, eigenvalues);
     this->check_eigvals_are_ascending(eigenvalues);
+    this->check_eigvals_with_eigen(s, eigenvectors, eigenvalues);
 }
 
 TEMPLATE_LIST_TEST_M(syevd_test, "test syevd with pos def matrix 2", "[sym_eigvals]", eigen_types) {
diff --git a/cpp/oneapi/dal/test/engine/BUILD b/cpp/oneapi/dal/test/engine/BUILD
index 6432a50021e..5732edd02a2 100644
--- a/cpp/oneapi/dal/test/engine/BUILD
+++ b/cpp/oneapi/dal/test/engine/BUILD
@@ -22,7 +22,9 @@ dal_test_module(
         "@onedal//cpp/oneapi/dal/test/engine/metrics",
     ],
     extra_deps = [
+        "@boost//:boost",
         "@catch2//:catch2",
+        "@eigen//:eigen",
         "@fmt//:fmt",
     ],
 )
diff --git a/cpp/oneapi/dal/test/engine/common.hpp b/cpp/oneapi/dal/test/engine/common.hpp
index 093e945b55b..765aadfc817 100644
--- a/cpp/oneapi/dal/test/engine/common.hpp
+++ b/cpp/oneapi/dal/test/engine/common.hpp
@@ -22,6 +22,11 @@
 #include <type_traits>
 
 #include <fmt/core.h>
+//Necessary headers from boost
+#include <boost/process.hpp>
+
+#include <Eigen/Dense>
+#include <Eigen/Eigenvalues>
 
 #include "oneapi/dal/train.hpp"
 #include "oneapi/dal/infer.hpp"
diff --git a/dev/bazel/deps/boost.tpl.BUILD b/dev/bazel/deps/boost.tpl.BUILD
new file mode 100644
index 00000000000..e6d5c32872c
--- /dev/null
+++ b/dev/bazel/deps/boost.tpl.BUILD
@@ -0,0 +1,18 @@
+package(default_visibility = ["//visibility:public"])
+
+cc_library(
+    name = "boost",
+    srcs = glob([
+        "libs/libboost*.a",
+    ]),
+    hdrs = glob([
+        "boost/**/*.h",
+        "boost/**/*.hpp",
+        "boost/**/*.ipp",
+    ]),
+    includes = [
+        ".",
+    ],
+    visibility = ["//visibility:public"],
+)
+
diff --git a/dev/bazel/deps/eigen.tpl.BUILD b/dev/bazel/deps/eigen.tpl.BUILD
new file mode 100644
index 00000000000..e4d892ecfcb
--- /dev/null
+++ b/dev/bazel/deps/eigen.tpl.BUILD
@@ -0,0 +1,8 @@
+package(default_visibility = ["//visibility:public"])
+
+cc_library(
+  name = "eigen",
+  hdrs = glob(["Eigen/**"]),
+  includes = [""],
+  visibility = ["//visibility:public"],
+)