Conversely, I did something similar, but I took a picture of the model number, copy/pasted the text from the image into a search engine, and that was that. Either way you're taking a picture and performing a manual step (query an LLM, query a search engine)

I would never trust an LLM to accurately identify and purchase something for me based on a picture, a prompt, and a prayer.