diff --git a/acceptance/ssh/connect-serverless-gpu/out.stdout.txt b/acceptance/ssh/connect-serverless-gpu/out.stdout.txt
new file mode 100644
index 0000000000..41cae5e7d1
--- /dev/null
+++ b/acceptance/ssh/connect-serverless-gpu/out.stdout.txt
@@ -0,0 +1 @@
+Connection successful
diff --git a/acceptance/ssh/connect-serverless-gpu/out.test.toml b/acceptance/ssh/connect-serverless-gpu/out.test.toml
new file mode 100644
index 0000000000..e0420d1ef0
--- /dev/null
+++ b/acceptance/ssh/connect-serverless-gpu/out.test.toml
@@ -0,0 +1,6 @@
+Local = false
+Cloud = true
+RequiresCluster = true
+
+[EnvMatrix]
+  DATABRICKS_BUNDLE_ENGINE = ["direct"]
diff --git a/acceptance/ssh/connect-serverless-gpu/output.txt b/acceptance/ssh/connect-serverless-gpu/output.txt
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/acceptance/ssh/connect-serverless-gpu/script b/acceptance/ssh/connect-serverless-gpu/script
new file mode 100644
index 0000000000..8c8538f6e3
--- /dev/null
+++ b/acceptance/ssh/connect-serverless-gpu/script
@@ -0,0 +1,6 @@
+errcode $CLI ssh connect --name serverless-gpu-test --accelerator=GPU_1xA10 --releases-dir=$CLI_RELEASES_DIR -- "echo 'Connection successful'" >out.stdout.txt 2>LOG.stderr
+
+if ! grep -q "Connection successful" out.stdout.txt; then
+  run_id=$(cat LOG.stderr | grep -o "Job submitted successfully with run ID: [0-9]*" | grep -o "[0-9]*$")
+  trace $CLI jobs get-run "$run_id" > LOG.job
+fi
diff --git a/acceptance/ssh/connect-serverless-gpu/test.toml b/acceptance/ssh/connect-serverless-gpu/test.toml
new file mode 100644
index 0000000000..e0420d1ef0
--- /dev/null
+++ b/acceptance/ssh/connect-serverless-gpu/test.toml
@@ -0,0 +1,6 @@
+Local = false
+Cloud = true
+RequiresCluster = true
+
+[EnvMatrix]
+  DATABRICKS_BUNDLE_ENGINE = ["direct"]