Spend to supply with a measured rate, Calibrate curves, then allocate. Margin times volume, subtract the cost, If net goes red, then budget’s lost. Incremental LTV, check the math, Net supply obstructs the path. Up-front costs and margins align, Miss the hurdle, it’s not worth the time. Your discriminative forecast is fine, But without latent quality, you misalign. Generative pipeline, shrinkage in play, Cold start steady, uncertainty stays. Incremental LTV, check the math, Net supply obstructs the path. Up-front costs and margins align, Miss the hurdle, it’s not worth the time. Unit chosen, pressure priced, Variable and up-front costs sliced. Spend to supply, holdouts run, Press optimize, the work is done. Incremental LTV, check the math, Net supply obstructs the path. Up-front costs and margins align, Miss the hurdle, it’s not worth the time. Set the hurdle rate, estimate, validate, Spend to supply, then allocate, calibrate.
