Once you have a candidate, it is very useful to determine the structure of the protein together with the drug candidate. There you can see how it binds, and can make some educated guesses on how to change the molecule to make it bind better, or to improve other aspects without making it bind worse.
Determing the protein fold from scratch without experimental data is impressive, but it doesn't have an immediate use for drug development. But a few steps further and it could certainly help if you can also predict which molecules bind to the protein structure.
I would strongly recommend the following blog post from Derek Lowe to put the importance of this into context for drug development:
https://blogs.sciencemag.org/pipeline/archives/2020/12/01/th...