I validate models in finance, and this is by far the best tool created for that purpose. I'd compare financial model validation to a Master's level task, where you're working with well established concepts, but at a deep, technical level. LLMs excel at that: ithey understand model assumptions, know what needs to be tested to ensure correctness, and can generate the necessary code and calculations to perform those tests. And finally, they can write the reports.

Model Validation groups are one of the targets for LLMs.

That’s one aspect of quantitative finance, and I agree. Elsewhere I noted that anything that is structured data + computation adjacent it has an easier time with, even excels in many cases.

It doesn’t cover the other aspects of finance, perhaps may be considered advanced (to a regular person at least) but less quantitative. Try having it reason out a “cigar butt” strategy and see if returns anything useful about companies that fit the mold from a prepared source.

Granted this isn’t quant finance modeling, but it’s a relatively easy thing as a human to do, and I didn’t find LLMs up to the task