Lupine flowers are considered toxic to pets, especially to dogs and cats if ingested in large quantities. They contain alkaloids that can affect the nervous system and cause discomfort. It is essential to keep pets away from lupine plants and consult a veterinarian if any signs of ingestion are observed.