Shit in'n'out. If a 'notech' throws a sample CSV at anyone and asks to create a parser for it, an engineer who doesn't care and LLM will give similar shitty result.

Parsers and data serialization in general is mature and more standardized area of software engineering. Can AI write a good parse? May be. Will it though?