diff --git a/appveyor-build.sh b/appveyor-build.sh
new file mode 100644
index 000000000..49b489944
--- /dev/null
+++ b/appveyor-build.sh
@@ -0,0 +1,11 @@
+# Update packages
+pacman -Syu --noconfirm
+
+# Install necessary packages
+pacman -S --noconfirm mingw-w64-x86_64-toolchain mingw-w64-x86_64-cmake mingw-w64-x86_64-ninja mingw-w64-x86_64-qt5 mingw-w64-x86_64-ffmpeg mingw-w64-x86_64-openimageio mingw-w64-x86_64-opencolorio 
+
+# Generate Ninja Makefiles
+cmake . -G "Ninja"
+
+# Compile
+ninja
diff --git a/appveyor.yml b/appveyor.yml
index a804324b1..3b815d389 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -16,7 +16,10 @@ environment:
 #    ARCH: i686
 #    QTTOOLS: Tools\mingw730_32
 build_script:
-- cmd: appveyor-build.bat
+- cmd: >-
+  - \msys64\msys2_shell.cmd -mingw64 -where "." -c ./appveyor-build.sh
+on_finish:
+- ps: $blockRdp = $true; iex ((new-object net.webclient).DownloadString('https://raw.githubusercontent.com/appveyor/ci/master/scripts/enable-rdp.ps1'))
 artifacts:
 - path: Olive*.zip
   name: Olive Portable