L&F Co., a South Korean battery supplier, saw its valuation explode after a Tesla partnership, briefly making one family worth over $800 million. But the projected value of the deal was later revised.

The collapse of a marquee Tesla battery contract from multibillion-dollar promise to almost nothing is a stark reminder of how quickly the electric vehicle supply chain can turn. A deal once valued at ...