diff --git a/packages/react-native-executorch/common/rnexecutorch/RnExecutorchInstaller.h b/packages/react-native-executorch/common/rnexecutorch/RnExecutorchInstaller.h
index e68340e5ab..42d0a86bdc 100644
--- a/packages/react-native-executorch/common/rnexecutorch/RnExecutorchInstaller.h
+++ b/packages/react-native-executorch/common/rnexecutorch/RnExecutorchInstaller.h
@@ -7,15 +7,28 @@
 #include <ReactCommon/CallInvoker.h>
 #include <jsi/jsi.h>
 
-#include <rnexecutorch/TypeConcepts.h>
 #include <rnexecutorch/host_objects/JsiConversions.h>
 #include <rnexecutorch/host_objects/ModelHostObject.h>
+#include <rnexecutorch/metaprogramming/ConstructorHelpers.h>
+#include <rnexecutorch/metaprogramming/FunctionHelpers.h>
+#include <rnexecutorch/metaprogramming/TypeConcepts.h>
 
 namespace rnexecutorch {
 
 using FetchUrlFunc_t = std::function<std::vector<std::byte>(std::string)>;
 extern FetchUrlFunc_t fetchUrlFunc;
 
+REGISTER_CONSTRUCTOR(StyleTransfer, std::string,
+                     std::shared_ptr<react::CallInvoker>);
+REGISTER_CONSTRUCTOR(ImageSegmentation, std::string,
+                     std::shared_ptr<react::CallInvoker>);
+REGISTER_CONSTRUCTOR(Classification, std::string,
+                     std::shared_ptr<react::CallInvoker>);
+REGISTER_CONSTRUCTOR(ObjectDetection, std::string,
+                     std::shared_ptr<react::CallInvoker>);
+REGISTER_CONSTRUCTOR(BaseModel, std::string,
+                     std::shared_ptr<react::CallInvoker>);
+
 using namespace facebook;
 
 class RnExecutorchInstaller {
@@ -26,7 +39,10 @@ class RnExecutorchInstaller {
                     FetchUrlFunc_t fetchDataFromUrl);
 
 private:
-  template <DerivedFromOrSameAs<BaseModel> ModelT>
+  template <typename ModelT>
+    requires meta::ValidConstructorTraits<ModelT> &&
+             meta::CallInvokerLastInConstructor<ModelT> &&
+             meta::ProvidesMemoryLowerBound<ModelT>
   static jsi::Function
   loadModel(jsi::Runtime *jsiRuntime,
             std::shared_ptr<react::CallInvoker> jsCallInvoker,
@@ -37,20 +53,24 @@ class RnExecutorchInstaller {
         0,
         [jsCallInvoker](jsi::Runtime &runtime, const jsi::Value &thisValue,
                         const jsi::Value *args, size_t count) -> jsi::Value {
-          if (count != 1) {
+          constexpr std::size_t expectedCount = std::tuple_size_v<
+              typename meta::ConstructorTraits<ModelT>::arg_types>;
+          // count doesn't account for the JSCallInvoker
+          if (count != expectedCount - 1) {
             char errorMessage[100];
             std::snprintf(
                 errorMessage, sizeof(errorMessage),
-                "Argument count mismatch, was expecting: 1 but got: %zu",
-                count);
+                "Argument count mismatch, was expecting: %zu but got: %zu",
+                expectedCount, count);
             throw jsi::JSError(runtime, errorMessage);
           }
           try {
-            auto source =
-                jsiconversion::getValue<std::string>(args[0], runtime);
+            auto constructorArgs =
+                meta::createConstructorArgsWithCallInvoker<ModelT>(
+                    args, runtime, jsCallInvoker);
 
-            auto modelImplementationPtr =
-                std::make_shared<ModelT>(source, jsCallInvoker);
+            auto modelImplementationPtr = std::make_shared<ModelT>(
+                std::make_from_tuple<ModelT>(constructorArgs));
             auto modelHostObject = std::make_shared<ModelHostObject<ModelT>>(
                 modelImplementationPtr, jsCallInvoker);
 
diff --git a/packages/react-native-executorch/common/rnexecutorch/host_objects/JsiConversions.h b/packages/react-native-executorch/common/rnexecutorch/host_objects/JsiConversions.h
index 447c0439c6..f723db5ce9 100644
--- a/packages/react-native-executorch/common/rnexecutorch/host_objects/JsiConversions.h
+++ b/packages/react-native-executorch/common/rnexecutorch/host_objects/JsiConversions.h
@@ -10,7 +10,7 @@
 #include <rnexecutorch/host_objects/JSTensorViewOut.h>
 #include <rnexecutorch/jsi/OwningArrayBuffer.h>
 
-#include <rnexecutorch/TypeConcepts.h>
+#include <rnexecutorch/metaprogramming/TypeConcepts.h>
 #include <rnexecutorch/models/object_detection/Constants.h>
 #include <rnexecutorch/models/object_detection/Utils.h>
 
@@ -23,7 +23,7 @@ using namespace facebook;
 template <typename T> T getValue(const jsi::Value &val, jsi::Runtime &runtime);
 
 template <typename T>
-  requires IsNumeric<T>
+  requires meta::IsNumeric<T>
 inline T getValue(const jsi::Value &val, jsi::Runtime &runtime) {
   static_assert(std::is_integral<T>::value || std::is_floating_point<T>::value,
                 "Only integral and floating-point types are supported");
@@ -239,24 +239,4 @@ inline jsi::Value getJsiValue(const std::vector<Detection> &detections,
   return array;
 }
 
-template <typename Model, typename R, typename... Types>
-constexpr std::size_t getArgumentCount(R (Model::*f)(Types...)) {
-  return sizeof...(Types);
-}
-
-template <typename... Types, std::size_t... I>
-std::tuple<Types...> fillTupleFromArgs(std::index_sequence<I...>,
-                                       const jsi::Value *args,
-                                       jsi::Runtime &runtime) {
-  return std::make_tuple(getValue<Types>(args[I], runtime)...);
-}
-
-template <typename Model, typename R, typename... Types>
-std::tuple<Types...> createArgsTupleFromJsi(R (Model::*f)(Types...),
-                                            const jsi::Value *args,
-                                            jsi::Runtime &runtime) {
-  return fillTupleFromArgs<Types...>(std::index_sequence_for<Types...>{}, args,
-                                     runtime);
-}
-
 } // namespace rnexecutorch::jsiconversion
\ No newline at end of file
diff --git a/packages/react-native-executorch/common/rnexecutorch/host_objects/ModelHostObject.h b/packages/react-native-executorch/common/rnexecutorch/host_objects/ModelHostObject.h
index db6190c30b..95f5e01071 100644
--- a/packages/react-native-executorch/common/rnexecutorch/host_objects/ModelHostObject.h
+++ b/packages/react-native-executorch/common/rnexecutorch/host_objects/ModelHostObject.h
@@ -8,11 +8,12 @@
 #include <ReactCommon/CallInvoker.h>
 
 #include <rnexecutorch/Log.h>
-#include <rnexecutorch/TypeConcepts.h>
 #include <rnexecutorch/host_objects/JSTensorViewOut.h>
 #include <rnexecutorch/host_objects/JsiConversions.h>
 #include <rnexecutorch/jsi/JsiHostObject.h>
 #include <rnexecutorch/jsi/Promise.h>
+#include <rnexecutorch/metaprogramming/FunctionHelpers.h>
+#include <rnexecutorch/metaprogramming/TypeConcepts.h>
 #include <rnexecutorch/models/BaseModel.h>
 
 namespace rnexecutorch {
@@ -22,24 +23,24 @@ template <typename Model> class ModelHostObject : public JsiHostObject {
   explicit ModelHostObject(const std::shared_ptr<Model> &model,
                            std::shared_ptr<react::CallInvoker> callInvoker)
       : model(model), callInvoker(callInvoker) {
-    if constexpr (DerivedFromOrSameAs<Model, BaseModel>) {
+    if constexpr (meta::DerivedFromOrSameAs<Model, BaseModel>) {
       addFunctions(
           JSI_EXPORT_FUNCTION(ModelHostObject<Model>, unload, "unload"));
     }
 
-    if constexpr (DerivedFromOrSameAs<Model, BaseModel>) {
+    if constexpr (meta::DerivedFromOrSameAs<Model, BaseModel>) {
       addFunctions(JSI_EXPORT_FUNCTION(ModelHostObject<Model>,
                                        promiseHostFunction<&Model::forwardJS>,
                                        "forward"));
     }
 
-    if constexpr (DerivedFromOrSameAs<Model, BaseModel>) {
+    if constexpr (meta::DerivedFromOrSameAs<Model, BaseModel>) {
       addFunctions(JSI_EXPORT_FUNCTION(
           ModelHostObject<Model>, promiseHostFunction<&Model::getInputShape>,
           "getInputShape"));
     }
 
-    if constexpr (HasGenerate<Model>) {
+    if constexpr (meta::HasGenerate<Model>) {
       addFunctions(JSI_EXPORT_FUNCTION(ModelHostObject<Model>,
                                        promiseHostFunction<&Model::generate>,
                                        "generate"));
@@ -54,7 +55,7 @@ template <typename Model> class ModelHostObject : public JsiHostObject {
         runtime, callInvoker,
         [this, count, args, &runtime](std::shared_ptr<Promise> promise) {
           constexpr std::size_t functionArgCount =
-              jsiconversion::getArgumentCount(FnPtr);
+              meta::getArgumentCount(FnPtr);
           if (functionArgCount != count) {
             char errorMessage[100];
             std::snprintf(
@@ -67,7 +68,7 @@ template <typename Model> class ModelHostObject : public JsiHostObject {
 
           try {
             auto argsConverted =
-                jsiconversion::createArgsTupleFromJsi(FnPtr, args, runtime);
+                meta::createArgsTupleFromJsi(FnPtr, args, runtime);
 
             // We need to dispatch a thread if we want the function to be
             // asynchronous. In this thread all accesses to jsi::Runtime need to
diff --git a/packages/react-native-executorch/common/rnexecutorch/metaprogramming/ConstructorHelpers.h b/packages/react-native-executorch/common/rnexecutorch/metaprogramming/ConstructorHelpers.h
new file mode 100644
index 0000000000..c5b776dc5f
--- /dev/null
+++ b/packages/react-native-executorch/common/rnexecutorch/metaprogramming/ConstructorHelpers.h
@@ -0,0 +1,131 @@
+#pragma once
+
+#include <concepts>
+#include <jsi/jsi.h>
+#include <memory>
+#include <rnexecutorch/host_objects/JsiConversions.h>
+#include <tuple>
+#include <type_traits>
+
+namespace facebook::react {
+class CallInvoker;
+}
+
+namespace rnexecutorch {
+namespace meta {
+
+using namespace facebook;
+
+/**
+ * To be able to generically invoke constructors, we need to know what types
+ * are the arguments that need to be passed to it. To do this, we specialize the
+ * ConstructorTraits struct template for each class which constructor we want to
+ * use. See REGISTER_CONSTRUCTOR macro for a easy way to do this.
+ *
+ * Note: a downside for this method is that we can specialize ConstructorTraits
+ * only for a single constructor signature per class.
+ */
+
+template <typename T> struct ConstructorTraits;
+
+template <typename T>
+concept HasConstructorTraits =
+    requires { typename ConstructorTraits<T>::arg_types; };
+
+template <typename T, typename Tuple> struct is_constructible_from_tuple;
+
+template <typename T, typename... Args>
+struct is_constructible_from_tuple<T, std::tuple<Args...>>
+    : std::is_constructible<T, Args...> {};
+
+template <typename T, typename Tuple>
+concept ConstructibleFromTuple = is_constructible_from_tuple<T, Tuple>::value;
+
+template <typename NotTuple>
+struct last_element_is_call_invoker : std::false_type {};
+
+template <typename... Args>
+struct last_element_is_call_invoker<std::tuple<Args...>> {
+private:
+  template <typename Last> static constexpr bool check() {
+    return std::is_same_v<Last, std::shared_ptr<facebook::react::CallInvoker>>;
+  }
+
+  template <typename First, typename Second, typename... Rest>
+  static constexpr bool check_last() {
+    return check_last<Second, Rest...>();
+  }
+
+  template <typename Last> static constexpr bool check_last() {
+    return check<Last>();
+  }
+
+public:
+  static constexpr bool value = sizeof...(Args) > 0 && check_last<Args...>();
+};
+
+// HasConstructorTraits<T> could be removed as typename
+// ConstructorTraits<T>::arg_types would still resolve the concept to false if
+// it wouldn't be defined, but we keep it for readability
+template <typename T>
+concept ValidConstructorTraits =
+    HasConstructorTraits<T> &&
+    ConstructibleFromTuple<T, typename ConstructorTraits<T>::arg_types>;
+
+template <typename T>
+concept CallInvokerLastInConstructor =
+    HasConstructorTraits<T> &&
+    last_element_is_call_invoker<
+        typename ConstructorTraits<T>::arg_types>::value;
+
+template <typename... Types, std::size_t... I>
+std::tuple<Types...> fillConstructorTupleFromArgs(
+    std::index_sequence<I...>, const jsi::Value *args, jsi::Runtime &runtime,
+    std::shared_ptr<react::CallInvoker> jsCallInvoker) {
+  constexpr std::size_t lastIndex = sizeof...(Types) - 1;
+  return std::make_tuple([&]() {
+    if constexpr (I == lastIndex) {
+      return jsCallInvoker;
+    } else {
+      return jsiconversion::getValue<Types>(args[I], runtime);
+    }
+  }()...);
+}
+
+/// @brief A method that creates a tuple of arguments based on types specified
+/// in a ConstructorTraits specialization. The class has to have CallInvoker as
+/// the last argument in the constructor.
+/// @tparam T The class for which we want to construct the tuple
+/// @param args JSI args passed from JS that will be converted according to
+/// getValue<T> from JsiConversions
+/// @param runtime JS runtime reference
+/// @param jsCallInvoker CallInvoker that will be passed to the constructed
+/// object. This is the only argument that is not created from jsi::Value.
+/// @return A tuple which can then be used to instantiate the class T.
+template <typename T>
+  requires ValidConstructorTraits<T> && CallInvokerLastInConstructor<T>
+auto createConstructorArgsWithCallInvoker(
+    const jsi::Value *args, jsi::Runtime &runtime,
+    std::shared_ptr<react::CallInvoker> jsCallInvoker) {
+  return std::apply(
+      [&](auto... typeWrappers) {
+        return fillConstructorTupleFromArgs<decltype(typeWrappers)...>(
+            std::index_sequence_for<decltype(typeWrappers)...>{}, args, runtime,
+            jsCallInvoker);
+      },
+      typename ConstructorTraits<T>::arg_types{});
+}
+
+} // namespace meta
+
+// A helper macro to create ConstructorTraits for a class. The variadic pack
+// ("...") should list the types of the constructor arguments.
+// A class declaration is added so that we don't need to include the class
+// definition.
+#define REGISTER_CONSTRUCTOR(Class, ...)                                       \
+  class Class;                                                                 \
+  template <> struct meta::ConstructorTraits<Class> {                          \
+    using arg_types = std::tuple<__VA_ARGS__>;                                 \
+  }
+
+} // namespace rnexecutorch
\ No newline at end of file
diff --git a/packages/react-native-executorch/common/rnexecutorch/metaprogramming/FunctionHelpers.h b/packages/react-native-executorch/common/rnexecutorch/metaprogramming/FunctionHelpers.h
new file mode 100644
index 0000000000..ff7a5fa53c
--- /dev/null
+++ b/packages/react-native-executorch/common/rnexecutorch/metaprogramming/FunctionHelpers.h
@@ -0,0 +1,37 @@
+#pragma once
+
+#include <cstddef>
+#include <jsi/jsi.h>
+#include <tuple>
+
+#include <rnexecutorch/host_objects/JsiConversions.h>
+
+namespace rnexecutorch::meta {
+using namespace facebook;
+
+template <typename Model, typename R, typename... Types>
+constexpr std::size_t getArgumentCount(R (Model::*f)(Types...)) {
+  return sizeof...(Types);
+}
+
+template <typename... Types, std::size_t... I>
+std::tuple<Types...> fillTupleFromArgs(std::index_sequence<I...>,
+                                       const jsi::Value *args,
+                                       jsi::Runtime &runtime) {
+  return std::make_tuple(jsiconversion::getValue<Types>(args[I], runtime)...);
+}
+
+/**
+ * createArgsTupleFromJsi creates a tuple that can be used as a collection of
+ * arguments for method supplied with a pointer. The types in the tuple are
+ * inferred from the method pointer.
+ */
+
+template <typename Model, typename R, typename... Types>
+std::tuple<Types...> createArgsTupleFromJsi(R (Model::*f)(Types...),
+                                            const jsi::Value *args,
+                                            jsi::Runtime &runtime) {
+  return fillTupleFromArgs<Types...>(std::index_sequence_for<Types...>{}, args,
+                                     runtime);
+}
+} // namespace rnexecutorch::meta
\ No newline at end of file
diff --git a/packages/react-native-executorch/common/rnexecutorch/TypeConcepts.h b/packages/react-native-executorch/common/rnexecutorch/metaprogramming/TypeConcepts.h
similarity index 64%
rename from packages/react-native-executorch/common/rnexecutorch/TypeConcepts.h
rename to packages/react-native-executorch/common/rnexecutorch/metaprogramming/TypeConcepts.h
index b7414a5a48..ae5111ba37 100644
--- a/packages/react-native-executorch/common/rnexecutorch/TypeConcepts.h
+++ b/packages/react-native-executorch/common/rnexecutorch/metaprogramming/TypeConcepts.h
@@ -3,7 +3,7 @@
 #include <concepts>
 #include <type_traits>
 
-namespace rnexecutorch {
+namespace rnexecutorch::meta {
 
 template <typename T, typename Base>
 concept DerivedFromOrSameAs = std::is_base_of_v<Base, T>;
@@ -16,4 +16,9 @@ concept HasGenerate = requires(T t) {
 template <typename T>
 concept IsNumeric = std::is_arithmetic_v<T>;
 
-} // namespace rnexecutorch
\ No newline at end of file
+template <typename T>
+concept ProvidesMemoryLowerBound = requires(T t) {
+  { &T::getMemoryLowerBound };
+};
+
+} // namespace rnexecutorch::meta
\ No newline at end of file