No, your NFT is not on the blockchain

A lot of the problems with NFT mutability seem to stem from the fact that most simply do not understand yet how IPFS works.

It will be interesting to watch as how NFT collections that point to common links or gateway links will inevitably be priced down as those links cease to exist or serve the same content (on a long enough timeline...)