diff --git a/CMakeModules/CopyYuzuQt5Deps.cmake b/CMakeModules/CopyYuzuQt5Deps.cmake
index ed24c742c8..bfad52c4a9 100644
--- a/CMakeModules/CopyYuzuQt5Deps.cmake
+++ b/CMakeModules/CopyYuzuQt5Deps.cmake
@@ -1,6 +1,6 @@
 function(copy_yuzu_Qt5_deps target_dir)
     include(WindowsCopyFiles)
-    set(DLL_DEST "${CMAKE_BINARY_DIR}/bin/$<CONFIG>/")
+    set(DLL_DEST "${CMAKE_BINARY_DIR}/bin/")
     set(Qt5_DLL_DIR "${Qt5_DIR}/../../../bin")
     set(Qt5_PLATFORMS_DIR "${Qt5_DIR}/../../../plugins/platforms/")
     set(PLATFORMS ${DLL_DEST}platforms/)
diff --git a/CMakeModules/CopyYuzuSDLDeps.cmake b/CMakeModules/CopyYuzuSDLDeps.cmake
index 5963684f45..e6f4559608 100644
--- a/CMakeModules/CopyYuzuSDLDeps.cmake
+++ b/CMakeModules/CopyYuzuSDLDeps.cmake
@@ -1,5 +1,5 @@
 function(copy_yuzu_SDL_deps target_dir)
     include(WindowsCopyFiles)
-    set(DLL_DEST "${CMAKE_BINARY_DIR}/bin/$<CONFIG>/")
+    set(DLL_DEST "${CMAKE_BINARY_DIR}/bin/")
     windows_copy_files(${target_dir} ${SDL2_DLL_DIR} ${DLL_DEST} SDL2.dll)
 endfunction(copy_yuzu_SDL_deps)
diff --git a/CMakeModules/CopyYuzuUnicornDeps.cmake b/CMakeModules/CopyYuzuUnicornDeps.cmake
index 7af0ef023d..c32f717c8e 100644
--- a/CMakeModules/CopyYuzuUnicornDeps.cmake
+++ b/CMakeModules/CopyYuzuUnicornDeps.cmake
@@ -1,6 +1,6 @@
 function(copy_yuzu_unicorn_deps target_dir)
     include(WindowsCopyFiles)
-    set(DLL_DEST "${CMAKE_BINARY_DIR}/bin/$<CONFIG>/")
+    set(DLL_DEST "${CMAKE_BINARY_DIR}/bin/")
     windows_copy_files(${target_dir} ${UNICORN_DLL_DIR} ${DLL_DEST}
         libgcc_s_seh-1.dll
         libwinpthread-1.dll
diff --git a/appveyor.yml b/appveyor.yml
index 72cda26a7a..fb16cae170 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -36,12 +36,20 @@ install:
         }
 
 before_build:
+  # Install Ninja
+  - set NINJA_URL="https://github.com/ninja-build/ninja/releases/download/v1.8.2/ninja-win.zip"
+  - appveyor DownloadFile %NINJA_URL% -FileName ninja.zip
+  - 7z x ninja.zip -oC:\projects\deps\ninja > nul
+  - set PATH=C:\projects\deps\ninja;%PATH%
+  - ninja --version
+  - call "C:\Program Files (x86)\Microsoft Visual Studio\2017\Community\VC\Auxiliary\Build\vcvarsall.bat" x64
+
   - mkdir %BUILD_TYPE%_build
   - cd %BUILD_TYPE%_build
   - ps: |
         if ($env:BUILD_TYPE -eq 'msvc') {
           # redirect stderr and change the exit code to prevent powershell from cancelling the build if cmake prints a warning
-          cmd /C 'cmake -G "Visual Studio 15 2017 Win64" -DYUZU_USE_BUNDLED_QT=1 -DYUZU_USE_BUNDLED_SDL2=1 -DYUZU_USE_BUNDLED_UNICORN=1 .. 2>&1 && exit 0'
+          cmd /C 'cmake -G "Ninja" -DCMAKE_BUILD_TYPE=Release -DYUZU_USE_BUNDLED_QT=1 -DYUZU_USE_BUNDLED_SDL2=1 -DYUZU_USE_BUNDLED_UNICORN=1 .. 2>&1 && exit 0'
         } else {
           C:\msys64\usr\bin\bash.exe -lc "cmake -G 'MSYS Makefiles' -DYUZU_BUILD_UNICORN=1 -DCMAKE_BUILD_TYPE=Release .. 2>&1"
         }
@@ -51,7 +59,7 @@ build_script:
   - ps: |
         if ($env:BUILD_TYPE -eq 'msvc') {
           # https://www.appveyor.com/docs/build-phase
-          msbuild msvc_build/yuzu.sln /maxcpucount /logger:"C:\Program Files\AppVeyor\BuildAgent\Appveyor.MSBuildLogger.dll"
+          ninja -C msvc_build
         } else {
           C:\msys64\usr\bin\bash.exe -lc 'mingw32-make -C mingw_build/ 2>&1'
         }
@@ -80,7 +88,7 @@ after_build:
           $env:BUILD_SYMBOLS = $MSVC_BUILD_PDB
           $env:BUILD_UPDATE = $MSVC_SEVENZIP
 
-          $BUILD_DIR = ".\msvc_build\bin\Release"
+          $BUILD_DIR = ".\msvc_build\bin"
 
           # Make a debug symbol upload
           mkdir pdb
diff --git a/externals/cmake-modules/WindowsCopyFiles.cmake b/externals/cmake-modules/WindowsCopyFiles.cmake
index cd0c2ce474..a21b2e2d7f 100644
--- a/externals/cmake-modules/WindowsCopyFiles.cmake
+++ b/externals/cmake-modules/WindowsCopyFiles.cmake
@@ -22,7 +22,7 @@ function(windows_copy_files TARGET SOURCE_DIR DEST_DIR)
     # cmake adds an extra check for command success which doesn't work too well with robocopy
     # so trick it into thinking the command was successful with the || cmd /c "exit /b 0"
     add_custom_command(TARGET ${TARGET} POST_BUILD
-        COMMAND if not exist ${DEST_DIR} mkdir ${DEST_DIR} 2> nul
+        COMMAND ${CMAKE_COMMAND} -E make_directory ${DEST_DIR}
         COMMAND robocopy ${SOURCE_DIR} ${DEST_DIR} ${ARGN} /NJH /NJS /NDL /NFL /NC /NS /NP || cmd /c "exit /b 0"
     )
-endfunction()
\ No newline at end of file
+endfunction()