I think it's pretty clear that it's taxable.
Another reference on the subject:
https://dimovtax.com/tax-implications-of-surrogacy/#:~:text=Payments%20Received%3A%20The%20compensat....
I'd hang my hat on the "one time gig" exception and claim it as other income and not as self employment.
