diff --git a/Core/include/Acts/TrackFitting/BetheHeitlerApprox.hpp b/Core/include/Acts/TrackFitting/BetheHeitlerApprox.hpp
index 5138917b271..24d411b329b 100644
--- a/Core/include/Acts/TrackFitting/BetheHeitlerApprox.hpp
+++ b/Core/include/Acts/TrackFitting/BetheHeitlerApprox.hpp
@@ -63,8 +63,6 @@ inline auto inverseTransformComponent(double transformed_weight,
 
 }  // namespace detail
 
-namespace Experimental {
-
 /// This class approximates the Bethe-Heitler with only one component. This is
 /// mainly inside @ref AtlasBetheHeitlerApprox, but can also be used as the
 /// only component approximation (then probably for debugging)
@@ -283,5 +281,4 @@ class AtlasBetheHeitlerApprox {
 /// the GSF without the need to load files
 AtlasBetheHeitlerApprox<6, 5> makeDefaultBetheHeitlerApprox();
 
-}  // namespace Experimental
 }  // namespace Acts
diff --git a/Core/include/Acts/TrackFitting/GaussianSumFitter.hpp b/Core/include/Acts/TrackFitting/GaussianSumFitter.hpp
index 0d1e63285dc..f4d7f6d61a7 100644
--- a/Core/include/Acts/TrackFitting/GaussianSumFitter.hpp
+++ b/Core/include/Acts/TrackFitting/GaussianSumFitter.hpp
@@ -36,8 +36,6 @@ struct IsMultiComponentBoundParameters<MultiComponentBoundTrackParameters>
 
 }  // namespace detail
 
-namespace Experimental {
-
 /// Gaussian Sum Fitter implementation.
 /// @tparam propagator_t The propagator type on which the algorithm is built on
 /// @tparam bethe_heitler_approx_t The type of the Bethe-Heitler-Approximation
@@ -472,5 +470,4 @@ struct GaussianSumFitter {
   }
 };
 
-}  // namespace Experimental
 }  // namespace Acts
diff --git a/Core/include/Acts/TrackFitting/GsfError.hpp b/Core/include/Acts/TrackFitting/GsfError.hpp
index b2fa29b40cb..ec74825bd79 100644
--- a/Core/include/Acts/TrackFitting/GsfError.hpp
+++ b/Core/include/Acts/TrackFitting/GsfError.hpp
@@ -12,7 +12,6 @@
 #include <type_traits>
 
 namespace Acts {
-namespace Experimental {
 
 enum class GsfError {
   StartParametersNotOnStartSurface = 1,
@@ -24,11 +23,10 @@ enum class GsfError {
 
 std::error_code make_error_code(GsfError e);
 
-}  // namespace Experimental
 }  // namespace Acts
 
 // register with STL
 namespace std {
 template <>
-struct is_error_code_enum<Acts::Experimental::GsfError> : std::true_type {};
+struct is_error_code_enum<Acts::GsfError> : std::true_type {};
 }  // namespace std
diff --git a/Core/include/Acts/TrackFitting/GsfMixtureReduction.hpp b/Core/include/Acts/TrackFitting/GsfMixtureReduction.hpp
index 7861502c778..3b0a3d9704f 100644
--- a/Core/include/Acts/TrackFitting/GsfMixtureReduction.hpp
+++ b/Core/include/Acts/TrackFitting/GsfMixtureReduction.hpp
@@ -13,8 +13,8 @@
 
 namespace Acts {
 
-void reduceMixtureWithKLDistance(
-    std::vector<Acts::Experimental::GsfComponent> &cmpCache,
-    std::size_t maxCmpsAfterMerge, const Surface &surface);
+void reduceMixtureWithKLDistance(std::vector<GsfComponent> &cmpCache,
+                                 std::size_t maxCmpsAfterMerge,
+                                 const Surface &surface);
 
 }
diff --git a/Core/include/Acts/TrackFitting/GsfOptions.hpp b/Core/include/Acts/TrackFitting/GsfOptions.hpp
index 920402c5c2a..9930c534d0c 100644
--- a/Core/include/Acts/TrackFitting/GsfOptions.hpp
+++ b/Core/include/Acts/TrackFitting/GsfOptions.hpp
@@ -20,8 +20,6 @@
 
 namespace Acts {
 
-namespace Experimental {
-
 struct GsfComponent {
   ActsScalar weight = 0;
   BoundVector boundPars = BoundVector::Zero();
@@ -109,5 +107,4 @@ struct GsfOptions {
 #endif
 };
 
-}  // namespace Experimental
 }  // namespace Acts
diff --git a/Core/include/Acts/TrackFitting/detail/GsfActor.hpp b/Core/include/Acts/TrackFitting/detail/GsfActor.hpp
index 3eecd0006a1..1eede7cfb40 100644
--- a/Core/include/Acts/TrackFitting/detail/GsfActor.hpp
+++ b/Core/include/Acts/TrackFitting/detail/GsfActor.hpp
@@ -61,7 +61,7 @@ struct GsfResult {
   Result<void> result{Result<void>::success()};
 
   // Internal: component cache to avoid reallocation
-  std::vector<Acts::Experimental::GsfComponent> componentCache;
+  std::vector<GsfComponent> componentCache;
 };
 
 /// The actor carrying out the GSF algorithm
@@ -70,7 +70,7 @@ struct GsfActor {
   /// Enforce default construction
   GsfActor() = default;
 
-  using ComponentCache = Acts::Experimental::GsfComponent;
+  using ComponentCache = Acts::GsfComponent;
 
   /// Broadcast the result_type
   using result_type = GsfResult<traj_t>;
@@ -106,7 +106,7 @@ struct GsfActor {
     std::optional<std::size_t> numberMeasurements;
 
     /// The extensions
-    Experimental::GsfExtensions<traj_t> extensions;
+    GsfExtensions<traj_t> extensions;
 
     /// Whether we are in the reverse pass or not. This is more reliable than
     /// checking the navigation direction, because in principle the fitter can
@@ -760,7 +760,7 @@ struct GsfActor {
 
   /// Set the relevant options that can be set from the Options struct all in
   /// one place
-  void setOptions(const Acts::Experimental::GsfOptions<traj_t>& options) {
+  void setOptions(const Acts::GsfOptions<traj_t>& options) {
     m_cfg.maxComponents = options.maxComponents;
     m_cfg.extensions = options.extensions;
     m_cfg.abortOnError = options.abortOnError;
@@ -774,7 +774,7 @@ struct GsfActor {
 /// An actor that collects the final multi component state once the propagation
 /// finished
 struct FinalStateCollector {
-  using MultiPars = Acts::Experimental::GsfConstants::FinalMultiComponentState;
+  using MultiPars = Acts::GsfConstants::FinalMultiComponentState;
 
   struct result_type {
     MultiPars pars;
diff --git a/Core/src/TrackFitting/BetheHeitlerApprox.cpp b/Core/src/TrackFitting/BetheHeitlerApprox.cpp
index 557990ce5af..8b862007050 100644
--- a/Core/src/TrackFitting/BetheHeitlerApprox.cpp
+++ b/Core/src/TrackFitting/BetheHeitlerApprox.cpp
@@ -8,9 +8,7 @@
 
 #include "Acts/TrackFitting/BetheHeitlerApprox.hpp"
 
-namespace Acts::Experimental {
-
-AtlasBetheHeitlerApprox<6, 5> makeDefaultBetheHeitlerApprox() {
+Acts::AtlasBetheHeitlerApprox<6, 5> Acts::makeDefaultBetheHeitlerApprox() {
   // Tracking/TrkFitter/TrkGaussianSumFilterUtils/Data/BetheHeitler_cdf_nC6_O5.par
   // clang-format off
   constexpr static AtlasBetheHeitlerApprox<6, 5>::Data cdf_cmps6_order5_data = {{
@@ -56,5 +54,3 @@ AtlasBetheHeitlerApprox<6, 5> makeDefaultBetheHeitlerApprox() {
   return AtlasBetheHeitlerApprox<6, 5>(cdf_cmps6_order5_data,
                                        cdf_cmps6_order5_data, true, true);
 }
-
-}  // namespace Acts::Experimental
diff --git a/Core/src/TrackFitting/GsfError.cpp b/Core/src/TrackFitting/GsfError.cpp
index 03c771208da..6f925ded1f9 100644
--- a/Core/src/TrackFitting/GsfError.cpp
+++ b/Core/src/TrackFitting/GsfError.cpp
@@ -19,7 +19,7 @@ class GsfErrorCategory : public std::error_category {
 
   // Return what each enum means in text.
   std::string message(int c) const final {
-    using Acts::Experimental::GsfError;
+    using Acts::GsfError;
 
     switch (static_cast<GsfError>(c)) {
       case GsfError::StartParametersHaveNoCovariance:
@@ -40,8 +40,7 @@ class GsfErrorCategory : public std::error_category {
 
 }  // namespace
 
-std::error_code Acts::Experimental::make_error_code(
-    Acts::Experimental::GsfError e) {
+std::error_code Acts::make_error_code(Acts::GsfError e) {
   static GsfErrorCategory c;
   return {static_cast<int>(e), c};
 }
diff --git a/Core/src/TrackFitting/GsfMixtureReduction.cpp b/Core/src/TrackFitting/GsfMixtureReduction.cpp
index c4192308167..d0545ad7d02 100644
--- a/Core/src/TrackFitting/GsfMixtureReduction.cpp
+++ b/Core/src/TrackFitting/GsfMixtureReduction.cpp
@@ -11,10 +11,9 @@
 #include "Acts/TrackFitting/detail/SymmetricKlDistanceMatrix.hpp"
 
 template <typename proj_t, typename angle_desc_t>
-void reduceWithKLDistanceImpl(
-    std::vector<Acts::Experimental::GsfComponent> &cmpCache,
-    std::size_t maxCmpsAfterMerge, const proj_t &proj,
-    const angle_desc_t &desc) {
+void reduceWithKLDistanceImpl(std::vector<Acts::GsfComponent> &cmpCache,
+                              std::size_t maxCmpsAfterMerge, const proj_t &proj,
+                              const angle_desc_t &desc) {
   Acts::detail::SymmetricKLDistanceMatrix distances(cmpCache, proj);
 
   auto remainingComponents = cmpCache.size();
@@ -50,9 +49,9 @@ void reduceWithKLDistanceImpl(
 
 namespace Acts {
 
-void reduceMixtureWithKLDistance(
-    std::vector<Acts::Experimental::GsfComponent> &cmpCache,
-    std::size_t maxCmpsAfterMerge, const Surface &surface) {
+void reduceMixtureWithKLDistance(std::vector<Acts::GsfComponent> &cmpCache,
+                                 std::size_t maxCmpsAfterMerge,
+                                 const Surface &surface) {
   if (cmpCache.size() <= maxCmpsAfterMerge) {
     return;
   }
diff --git a/Examples/Algorithms/TrackFitting/include/ActsExamples/TrackFitting/TrackFitterFunction.hpp b/Examples/Algorithms/TrackFitting/include/ActsExamples/TrackFitting/TrackFitterFunction.hpp
index 75498bb5950..de0dcf09650 100644
--- a/Examples/Algorithms/TrackFitting/include/ActsExamples/TrackFitting/TrackFitterFunction.hpp
+++ b/Examples/Algorithms/TrackFitting/include/ActsExamples/TrackFitting/TrackFitterFunction.hpp
@@ -72,7 +72,7 @@ std::shared_ptr<TrackFitterFunction> makeKalmanFitterFunction(
 
 /// This type is used in the Examples framework for the Bethe-Heitler
 /// approximation
-using BetheHeitlerApprox = Acts::Experimental::AtlasBetheHeitlerApprox<6, 5>;
+using BetheHeitlerApprox = Acts::AtlasBetheHeitlerApprox<6, 5>;
 
 /// Makes a fitter function object for the GSF
 ///
diff --git a/Examples/Algorithms/TrackFitting/src/GsfFitterFunction.cpp b/Examples/Algorithms/TrackFitting/src/GsfFitterFunction.cpp
index d01005ca0a3..989d1ccfe72 100644
--- a/Examples/Algorithms/TrackFitting/src/GsfFitterFunction.cpp
+++ b/Examples/Algorithms/TrackFitting/src/GsfFitterFunction.cpp
@@ -62,12 +62,11 @@ using MultiStepper = Acts::MultiEigenStepperLoop<>;
 using Propagator = Acts::Propagator<MultiStepper, Acts::Navigator>;
 using DirectPropagator = Acts::Propagator<MultiStepper, Acts::DirectNavigator>;
 
-using Fitter =
-    Acts::Experimental::GaussianSumFitter<Propagator, BetheHeitlerApprox,
-                                          Acts::VectorMultiTrajectory>;
+using Fitter = Acts::GaussianSumFitter<Propagator, BetheHeitlerApprox,
+                                       Acts::VectorMultiTrajectory>;
 using DirectFitter =
-    Acts::Experimental::GaussianSumFitter<DirectPropagator, BetheHeitlerApprox,
-                                          Acts::VectorMultiTrajectory>;
+    Acts::GaussianSumFitter<DirectPropagator, BetheHeitlerApprox,
+                            Acts::VectorMultiTrajectory>;
 using TrackContainer =
     Acts::TrackContainer<Acts::VectorTrackContainer,
                          Acts::VectorMultiTrajectory, std::shared_ptr>;
@@ -96,12 +95,12 @@ struct GsfFitterFunctionImpl final : public ActsExamples::TrackFitterFunction {
   template <typename calibrator_t>
   auto makeGsfOptions(const GeneralFitterOptions& options,
                       const calibrator_t& calibrator) const {
-    Acts::Experimental::GsfExtensions<Acts::VectorMultiTrajectory> extensions;
+    Acts::GsfExtensions<Acts::VectorMultiTrajectory> extensions;
     extensions.updater.connect<
         &Acts::GainMatrixUpdater::operator()<Acts::VectorMultiTrajectory>>(
         &updater);
 
-    Acts::Experimental::GsfOptions<Acts::VectorMultiTrajectory> gsfOptions{
+    Acts::GsfOptions<Acts::VectorMultiTrajectory> gsfOptions{
         options.geoContext,
         options.magFieldContext,
         options.calibrationContext,
@@ -131,7 +130,7 @@ struct GsfFitterFunctionImpl final : public ActsExamples::TrackFitterFunction {
                                TrackContainer& tracks) const override {
     const auto gsfOptions = makeGsfOptions(options, calibrator);
 
-    using namespace Acts::Experimental::GsfConstants;
+    using namespace Acts::GsfConstants;
     if (not tracks.hasColumn(
             Acts::hashString(kFinalMultiComponentStateColumn))) {
       std::string key(kFinalMultiComponentStateColumn);
@@ -151,7 +150,7 @@ struct GsfFitterFunctionImpl final : public ActsExamples::TrackFitterFunction {
       TrackContainer& tracks) const override {
     const auto gsfOptions = makeGsfOptions(options, calibrator);
 
-    using namespace Acts::Experimental::GsfConstants;
+    using namespace Acts::GsfConstants;
     if (not tracks.hasColumn(
             Acts::hashString(kFinalMultiComponentStateColumn))) {
       std::string key(kFinalMultiComponentStateColumn);
diff --git a/Examples/Python/src/TrackFitting.cpp b/Examples/Python/src/TrackFitting.cpp
index 0c00c3e9f1f..8dcf9f0e917 100644
--- a/Examples/Python/src/TrackFitting.cpp
+++ b/Examples/Python/src/TrackFitting.cpp
@@ -105,9 +105,8 @@ void addTrackFitting(Context& ctx) {
         .def_static("loadFromFiles",
                     &ActsExamples::BetheHeitlerApprox::loadFromFiles,
                     py::arg("lowParametersPath"), py::arg("lowParametersPath"))
-        .def_static("makeDefault", []() {
-          return Acts::Experimental::makeDefaultBetheHeitlerApprox();
-        });
+        .def_static("makeDefault",
+                    []() { return Acts::makeDefaultBetheHeitlerApprox(); });
 
     mex.def(
         "makeGsfFitterFunction",
diff --git a/Tests/UnitTests/Core/TrackFitting/GsfMixtureReductionTests.cpp b/Tests/UnitTests/Core/TrackFitting/GsfMixtureReductionTests.cpp
index 9cf93d69cec..e7775686d84 100644
--- a/Tests/UnitTests/Core/TrackFitting/GsfMixtureReductionTests.cpp
+++ b/Tests/UnitTests/Core/TrackFitting/GsfMixtureReductionTests.cpp
@@ -24,8 +24,6 @@
 #include <vector>
 
 using namespace Acts;
-using namespace Acts::Experimental;
-using namespace Acts::UnitLiterals;
 
 BOOST_AUTO_TEST_CASE(test_distance_matrix_min_distance) {
   std::vector<GsfComponent> cmps = {
diff --git a/Tests/UnitTests/Core/TrackFitting/GsfTests.cpp b/Tests/UnitTests/Core/TrackFitting/GsfTests.cpp
index e59872a6f79..57ad2d176b4 100644
--- a/Tests/UnitTests/Core/TrackFitting/GsfTests.cpp
+++ b/Tests/UnitTests/Core/TrackFitting/GsfTests.cpp
@@ -65,7 +65,6 @@ namespace {
 using namespace Acts;
 using namespace Acts::Test;
 using namespace Acts::UnitLiterals;
-using namespace Acts::Experimental;
 
 static const auto electron = ParticleHypothesis::electron();
 
@@ -224,7 +223,7 @@ BOOST_AUTO_TEST_CASE(ZeroFieldWithOutliers) {
 BOOST_AUTO_TEST_CASE(WithFinalMultiComponentState) {
   Acts::TrackContainer tracks{Acts::VectorTrackContainer{},
                               Acts::VectorMultiTrajectory{}};
-  using namespace Acts::Experimental::GsfConstants;
+  using namespace Acts::GsfConstants;
   std::string key(kFinalMultiComponentStateColumn);
   tracks.template addColumn<FinalMultiComponentState>(key);
 
diff --git a/docs/core/track_fitting.md b/docs/core/track_fitting.md
index c12e63523d6..4dd96955b1d 100644
--- a/docs/core/track_fitting.md
+++ b/docs/core/track_fitting.md
@@ -33,10 +33,6 @@ This chapter will be extended in the future.
 (gsf_core)=
 ## Gaussian Sum Filter (GSF)
 
-:::{note}
-The GSF is not considered as production ready yet, therefore it is located in the namespace `Acts::Experimental`.
-:::
-
 The GSF is an extension of the Kalman-Filter that allows to handle non-gaussian errors by modelling the track state as a gaussian mixture:
 
 $$
@@ -82,9 +78,9 @@ Even though the multi-stepper interface exposes only one aggregate state and thu
 
 ### Using the GSF
 
-The GSF is implemented in the class {class}`Acts::Experimental::GaussianSumFitter`. The interface of its `fit(...)`-functions is very similar to the one of the {class}`Acts::KalmanFitter` (one for the standard {class}`Acts::Navigator` and one for the {class}`Acts::DirectNavigator` that takes an additional `std::vector<const Acts::Surface *>` as an argument):
+The GSF is implemented in the class {class}`Acts::GaussianSumFitter`. The interface of its `fit(...)`-functions is very similar to the one of the {class}`Acts::KalmanFitter` (one for the standard {class}`Acts::Navigator` and one for the {class}`Acts::DirectNavigator` that takes an additional `std::vector<const Acts::Surface *>` as an argument):
 
-```{doxygenstruct} Acts::Experimental::GaussianSumFitter
+```{doxygenstruct} Acts::GaussianSumFitter
 ---
 members: fit
 outline:
@@ -95,17 +91,17 @@ The fit can be customized with several options, e.g., the maximum number of comp
 
 To simplify integration, the GSF returns an {class}`Acts::KalmanFitterResult` object, the same as the {class}`Acts::KalmanFitter`. This allows to use the same analysis tools for both fitters.
 
-If the GSF finds the column with the string identifier *"gsf-final-multi-component-state"* (defined in `Acts::Experimental::GsfConstants::kFinalMultiComponentStateColumn`) in the track container, it adds the final multi-component state to the track as a `std::optional<Acts::MultiComponentBoundTrackParameters<SinglyCharged>>` object.
+If the GSF finds the column with the string identifier *"gsf-final-multi-component-state"* (defined in `Acts::GsfConstants::kFinalMultiComponentStateColumn`) in the track container, it adds the final multi-component state to the track as a `std::optional<Acts::MultiComponentBoundTrackParameters<SinglyCharged>>` object.
 
 A GSF example can be found in the Acts Examples Framework [here](https://github.com/acts-project/acts/blob/main/Examples/Scripts/Python/truth_tracking_gsf.py).
 
 ### Customising the Bethe-Heitler approximation
 
-The GSF needs an approximation of the Bethe-Heitler distribution as a Gaussian mixture on each material interaction (see above). This task is delegated to a separate class, that can be provided by a template parameter to {class}`Acts::Experimental::GaussianSumFitter`, so in principle it can be implemented in different ways.
+The GSF needs an approximation of the Bethe-Heitler distribution as a Gaussian mixture on each material interaction (see above). This task is delegated to a separate class, that can be provided by a template parameter to {class}`Acts::GaussianSumFitter`, so in principle it can be implemented in different ways.
 
-However, ACTS ships with the class {class}`Acts::Experimental::AtlasBetheHeitlerApprox` that implements the ATLAS strategy for this task: To be able to evaluate the approximation of the Bethe-Heitler distribution for different materials and thicknesses, the individual Gaussian components (weight, mean, variance of the ratio $E_f/E_i$) are parametrised as polynomials in $x/x_0$. This class can load files in the ATLAS format that can be found [here](https://gitlab.cern.ch/atlas/athena/-/tree/master/Tracking/TrkFitter/TrkGaussianSumFilter/Data). A default parameterization can be created with {func}`Acts::Experimental::makeDefaultBetheHeitlerApprox`.
+However, ACTS ships with the class {class}`Acts::AtlasBetheHeitlerApprox` that implements the ATLAS strategy for this task: To be able to evaluate the approximation of the Bethe-Heitler distribution for different materials and thicknesses, the individual Gaussian components (weight, mean, variance of the ratio $E_f/E_i$) are parametrised as polynomials in $x/x_0$. This class can load files in the ATLAS format that can be found [here](https://gitlab.cern.ch/atlas/athena/-/tree/master/Tracking/TrkFitter/TrkGaussianSumFilter/Data). A default parameterization can be created with {func}`Acts::makeDefaultBetheHeitlerApprox`.
 
-The {class}`Acts::Experimental::AtlasBetheHeitlerApprox` is constructed with two parameterizations, allowing to use different parameterizations for different $x/x_0$. In particular, it has this behaviour:
+The {class}`Acts::AtlasBetheHeitlerApprox` is constructed with two parameterizations, allowing to use different parameterizations for different $x/x_0$. In particular, it has this behaviour:
 * $x/x_0 < 0.0001$: Return no change
 * $x/x_0 < 0.002$: Return a single gaussian approximation
 * $x/x_0 < 0.1$: Return the approximation for low $x/x_0$.