Satish:
Consumer here. Not a vendor. Also done startups. So, please take with a grain of salt. You came here for advice, but maybe not my kind! lol.
Looks like you are pushing it as a vendor app.
But 1) I really don't do vendor apps anymore. Too much clutter and tracking for a once in a year or decade need. I might email the photo to them or upload it as part of a support request form. My stove has a plainly visible tag. Kenmore's look alike from the front for the most part. and stove or dishwasher, the model number changes somewhere underneath sometimes because one has steel inside and another plastic
HOWEVER... 2) It could prove useful as a direct to consumer app. If I don't know the make or model, I don't know who to call anyway. If it seems painful or obscure for a part, I might be very tempted to replace the faucet given an excuse to upgrade. If I can ID what I need I've given myself an excuse not to spend money. Either answer works for me. Auto parts. OMG. That would be useful.
And 3) I'm also guessing that you are expecting to use consumer pictures to help build and populate your database. So where "we" can identify a product or come close, it will help add new and categorize old. (the "is it 'this' page"?) Direct to the consumer will get you more images.
https://www.nvidia.com/en-us/deep-learning-ai/startups/
Nice. Good luck. Always nice to spend OPM or resources.
LOL. Came for a sump pit, left talking about a pic/ai pit.. Back to plumbing....