How can we do AC analysis when CE amplifier input is zero?
To oscillate, the circuit must be able to amplify. 

This requires a well-defined and amplification-friendly operating-point.

Given the operating-point, the small-signal params are a standard exercise inn circuit analysis.

To have an output voltage (AC), some power supply turn-on transient or some random thermal electron fluctuations will occur.