Research and pilot fabrication lines must plan capacity under highly diversified product portfolios, unstable demand, and frequent recipe changes. We present a prescriptive mixed integer linear programming framework that encodes internal mechanisms of cluster tools, including expected clean time after recipe transitions, finite concurrency at load ports and side buffers under a nonmixing policy, and sequential and parallel routing across chambers. The framework supports two planning tasks, minim