Himalayan Woolly Sage (Salvia cana)

Salvia cana is a drought-tolerant perennial shrub native to Coahuila, Mexico, with small, often red flowers and fuzzy, grey-green foliage. Blooms spring to fall.

Above information is sourced from Wikipedia