I see a realistic path to roughly doubling equity value by 2031, driven mostly by oncology revenue compounding, better reimbursement mix, Japan and other ex-U.S. expansion, and a modest contribution from
biopharma and data products. The stock already carries a premium, so I do not need multiple expansion for the thesis to work; the key is that revenue quality improves as Signatera becomes more embedded in repeat clinical workflows.