u/JustEnthusiast

How do you use LLMs for analyzing companies?

Ive been getting a lot more educated about fundamental analysis and how to evaluate a stock and being an engineer I can just now think of a couple of things that can be automated when doing research for a stock.

But then again, Im only just getting started... and I have a long way to go

So I wanted to ask you guys how do you use ChatGPT/ Claude / Any other LLM to help you analyze a company?

reddit.com
u/JustEnthusiast — 1 day ago

Does source traceability actually matter in AI-generated research, or is the output quality the only thing that counts?

Been thinking about this a lot while working on a side project.

Most AI finance tools state numbers confidently with no way to verify where they came from. The assumption seems to be that if the output looks right, people won't dig into the sourcing.

I took the opposite approach, tagging every figure back to its source: SEC EDGAR filing, financial data provider, or a calculated value with the formula shown.

The idea was that an analyst should be able to audit the report, not just read it.

But I'm genuinely not sure if that matters to people who do serious fundamental analysis, or if it's just making me feel better about the methodology.

A few honest questions for this community:

- When you're reviewing research, do you actually trace numbers back to filings, or do you trust the output if the logic holds?

- Is a fully sourced first draft useful, or does it just give you more things to double-check?

- What would make AI-generated research actually trustworthy to you?

Happy to share what the output looks like if anyone's curious.

reddit.com
u/JustEnthusiast — 4 days ago
▲ 3 r/askmkd

Дали знаете за некои групи или заедници на Македонци во САД? На ФБ, инста, ЛинкедИн било каде..?

reddit.com
u/JustEnthusiast — 15 days ago