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Boost Circuit for Audio Power Amp 5V -> 12V

Other Parts Discussed in Thread: LMR62421XSDDEMO, LMR62421

Can I get a recommendation for a boost chip?

I am trying to make a stable 12 V power rail from a  5V/2A power supply for an audio amplifier.  The LMR62421xsddemo has enough average power for the circuit, but when a song hits a heavy bass notes at full volume the power rail collapses. In my mind, this is a peak power problem and I need a way to improve transient performance on the boost circuit. 

I ordered the LMR62421 Evaluation Module and I added 2x 620 uF Caps to the output, but the supply still collapses with heavy bass notes.

Is there another part recommendation? Maybe I need a 2 phase Boost?

Scott