I suspect in most cases, you'd be able to recycle control data from a previous study, and hope their placebo effect should be similar enough; or that your treatment effect is substantially stronger than optimism.

But given the kind of conditions we'd be likely to use this methodology for, I don't know if the placebo effect has a strong effect on outcomes.