You're absolutely correct. Caching common search queries allows the site to allocate hardware for processing "expensive" queries, with the objective of having both complete at near the same time.
Without caching, the cost of operating the site would dramatically escalate.
Without caching, the cost of operating the site would dramatically escalate.