diff --git a/README.md b/README.md
index a386683..dbcc428 100644
--- a/README.md
+++ b/README.md
@@ -74,68 +74,55 @@ g++-16 -std=c++26 -freflection -fcontracts -fcontract-evaluation-semantic=observ
 
 **`serialize`** - serializes one or more objects into a stack-allocated byte array
 ```cpp
-template<detail::EndianType Endian, detail::Serializable... Args> 
-[[nodiscard]] constexpr auto serialize(
-    Endian endianness,
-    const Args&... data
-) -> std::array<std::byte, serial_size_v<Args...>>;
-
-template<detail::Serializable... Args> 
-[[nodiscard]] constexpr auto serialize(
-    const Args&... data
-) -> std::array<std::byte, serial_size_v<Args...>>;
+UserDefinedType a, b, c;
+
+auto raw_bytes_of_a  = stse::serialize(a);
+auto raw_bytes_of_bc = stse::serialize(b, c);
+
+// endian overloads
+auto raw_bytes_of_a_big_endian  = stse::serialize(stse::big_endian, a);
+auto raw_bytes_of_bc_big_endian = stse::serialize(stse::big_endian, b, c);
 ```
 
-**`serialize_advance`** - serializes into an existing span, returning the 
-remaining span after the written bytes.
+**`serialize_advance`** - serializes into an existing contiguous container, returning 
+span after the written bytes
 ```cpp
-template<detail::EndianType Endian, detail::Serializable... Args> 
-constexpr auto serialize_advance(
-    Endian endianness,
-    const std::span<std::byte> destination,
-    const Args&... data
-) -> std::span<std::byte>;
-
-template<detail::Serializable... Args> 
-constexpr auto serialize_advance(
-    const std::span<std::byte> destination,
-    const Args&... data
-) -> std::span<std::byte>;
+UserDefinedType a, b, c;
+
+std::array<std::byte, 1024> write_buffer{};
+std::span<std::byte> write_ptr;
+write_ptr = stse::serialize_advance(write_buffer, a);
+write_ptr = stse::serialize_advance(write_ptr,    b, c);
+
+// endian overloads
+write_ptr = stse::serialize_advance(stse::big_endian, write_buffer, a);
+write_ptr = stse::serialize_advance(stse::big_endian, write_ptr,    b, c);
 ```
 
-**`deserialize`** - deserializes one or more objects from a byte span, returning
-results and remaining span.
+**`deserialize`** - deserializes one or more objects from a contiguous container, returning
+result(s) and span after read bytes
 ```cpp
-[[nodiscard]] constexpr auto deserialize(
-    Endian endianness,
-    const std::span<const std::byte> data
-) -> DeserializeResult<Args...> 
-    pre(data.size() >= serial_size_v<Args...>);
+std::array<std::byte, 1024> read_buffer;
+auto [a, read_ptr] = stse::deserialize<UserDefinedType>(read_buffer);
+auto [b, c] = stse::deserialize<UserDefinedType>(read_ptr).result;
 
-template<detail::Serializable... Args>
-[[nodiscard]] constexpr auto deserialize(
-    const std::span<const std::byte> data
-) -> DeserializeResult<Args...> 
-    pre(data.size() >= serial_size_v<Args...>);
+auto [a, read_ptr] = stse::deserialize<UserDefinedType>(stse::big_endian, read_buffer);
+auto [b, c] = stse::deserialize<UserDefinedType>(stse::big_endian, read_ptr).result;
 ```
 
 **`deserialize_advance`** — deserializes into existing objects, returning 
-remaining span.
+span after read bytes
 ```cpp
-template<detail::Serializable... Args, detail::EndianType Endian>
-constexpr auto deserialize_advance(
-    Endian endianness,
-    const std::span<const std::byte> data, 
-    Args&... parsed
-) -> std::span<const std::byte> 
-    pre(data.size() >= serial_size_v<Args...>)
+UserDefinedType a, b, c;
 
-template<detail::Serializable... Args>
-constexpr auto deserialize_advance(
-    const std::span<const std::byte> data, 
-    Args&... parsed
-) -> std::span<const std::byte> 
-    pre(data.size() >= serial_size_v<Args...>)
+std::array<std::byte, 1024> read_buffer{};
+std::span<std::byte> read_ptr;
+read_ptr = stse::deserialize_advance(read_buffer, a);
+read_ptr = stse::deserialize_advance(read_ptr,    b, c);
+
+// endian overloads
+read_ptr = stse::deserialize_advance(stse::big_endian, read_buffer, a);
+read_ptr = stse::deserialize_advance(stse::big_endian, read_ptr,    b, c);
 ```
 
 **Skip & Ignore Member Annotation**
@@ -150,21 +137,22 @@ inline constexpr auto ignore = ignoreserialization{};
 
 **Properties**
 ```cpp
-template<typename T>
-inline constexpr bool is_serializable_v;
+// checks if type is serializable
+template<typename T> inline constexpr bool is_serializable_v;
 
-template<typename T>
-inline constexpr std::size_t serial_size_v;
+// returns wire size in bytes of type
+template<typename T> inline constexpr std::size_t serial_size_v; 
 ```
 
 **Endian Specifiers**
 ```cpp
-inline constexpr BigEndian    big_endian{};
-inline constexpr LittleEndian little_endian{};
-inline constexpr NativeEndian native_endian{};
+_ = stse::serialize(stse::big_endian,    a);
+_ = stse::serialize(stse::litte_endian,  a);
+_ = stse::serialize(stse::native_endian, a);
 ```
 
 **Return Schema**
+> Planning to deprecate this.
 ```cpp
 template<typename T>
 [[nodiscard]] std::string schema();
@@ -172,9 +160,13 @@ template<typename T>
 
 **Deserialize Return Type**
 ```cpp
-template<typename T>
+template<detail::Serializable... Args>
 struct DeserializeResult {
-    T object;
+    std::conditional_t<
+        sizeof...(Args) == 1, 
+        Args...[0], 
+        std::tuple<Args...>
+    > result;
     std::span<const std::byte> remaining;
 };
 ```
diff --git a/demo.cpp b/demo.cpp
index 1c5e081..1833608 100644
--- a/demo.cpp
+++ b/demo.cpp
@@ -61,9 +61,8 @@ int main() {
     [[maybe_unused]] auto moved_ptr = stse::serialize_advance(raw_bytes, snapshot);
 
 
-    MarketSnapshot restored_snapshot;
-    stse::deserialize_advance(raw_bytes, restored_snapshot);
-    // assert(snapshot == restored_snapshot);
+    auto restored_snapshot = stse::deserialize<MarketSnapshot>(raw_bytes).result;
+    assert(snapshot == restored_snapshot);
 
     std::string schema = stse::schema<MarketSnapshot>();
     std::print("{}", schema);
diff --git a/include/stse/stse.hpp b/include/stse/stse.hpp
index 06b3967..4c4eaeb 100644
--- a/include/stse/stse.hpp
+++ b/include/stse/stse.hpp
@@ -71,7 +71,11 @@ constexpr auto serialize_advance(
 
 template<detail::Serializable... Args>
 struct DeserializeResult {
-    std::tuple<Args...> objects;
+    std::conditional_t<
+        sizeof...(Args) == 1, 
+        Args...[0], 
+        std::tuple<Args...>
+    > result;
     std::span<const std::byte> remaining;
 };
 
@@ -89,8 +93,8 @@ template<detail::Serializable... Args, detail::EndianType Endian>
     auto remaining_ptr = data;
     ((remaining_ptr = detail::deserialize(parsed, remaining_ptr, endianness)), ...);
 
-    return DeserializeResult{
-        .objects   = parsed_objects, 
+    return DeserializeResult<Args...>{
+        .result    = {parsed...}, 
         .remaining = remaining_ptr
     };
 }
diff --git a/tests/static_serial_test.hpp b/tests/static_serial_test.hpp
index 927fb93..e28d46b 100644
--- a/tests/static_serial_test.hpp
+++ b/tests/static_serial_test.hpp
@@ -19,7 +19,7 @@ constexpr bool test_round_trip_inplace(const auto& data) {
 constexpr bool test_round_trip_heap(const auto& data) {
     using T = std::remove_cvref_t<decltype(data)>;
     auto bytes = stse::serialize(data);
-    auto [restored] = stse::deserialize<T>(bytes).objects;
+    auto restored = stse::deserialize<T>(bytes).result;
     return data == restored;
 }
 
@@ -31,15 +31,15 @@ constexpr bool test_round_trip(const auto& data) {
 template<typename Endian> 
 consteval bool test_round_trip_endianness(Endian binary_endianness, const auto& data) {
     using T = decltype(data);
-    auto raw_bytes  = stse::serialize(binary_endianness, data);
-    auto [restored] = stse::deserialize<T>(binary_endianness, raw_bytes).objects;
+    auto raw_bytes = stse::serialize(binary_endianness, data);
+    auto restored  = stse::deserialize<T>(binary_endianness, raw_bytes).result;
     return data == restored;
 }
 
 consteval bool test_variadic_round_trip(const auto&... data) {
     auto raw_bytes = stse::serialize(data...);
     auto result    = stse::deserialize<decltype(data)...>(raw_bytes);
-    auto& [...restored] = result.objects;
+    auto& [...restored] = result.result;
     return ((data == restored) && ...);
 }
 
@@ -56,7 +56,7 @@ template<auto endianness>
 consteval bool test_variadic_round_trip_endian(const auto&... data) {
     auto raw_bytes = stse::serialize(endianness, data...);
     auto result    = stse::deserialize<decltype(data)...>(endianness, raw_bytes);
-    auto& [...restored] = result.objects;
+    auto& [...restored] = result.result;
     return ((data == restored) && ...);
 }