diff --git a/routes/cookbook_routes.py b/routes/cookbook_routes.py
index 5f177d9..92e83ae 100644
--- a/routes/cookbook_routes.py
+++ b/routes/cookbook_routes.py
@@ -148,6 +148,15 @@ def setup_cookbook_routes() -> APIRouter:
                 "No GPUs are visible to the serve process.",
                 [{"label": "clear Cookbook GPU selection or choose available GPUs", "op": "settings", "field": "gpus", "value": ""}],
             ),
+            (
+                r"Failed to infer device type|NVML Shared Library Not Found|No module named 'amdsmi'|platform is not available",
+                "vLLM could not find a supported GPU (CUDA or ROCm). "
+                "This machine may have integrated or unsupported graphics only.",
+                [
+                    {"label": "switch to llama.cpp (CPU/Metal, works without a discrete GPU)", "op": "manual"},
+                    {"label": "switch to Ollama (CPU/Metal, works without a discrete GPU)", "op": "manual"},
+                ],
+            ),
             (
                 r"vllm.*command not found|No module named vllm|ERROR: vLLM is not installed",
                 "vLLM is not installed or not in PATH on this server.",