A broken coal deal sent Hoshik Shin looking for better information. His company now helps food businesses see what they are buying, who is selling, and where the next opportunity might be.
A drum of chemicals can carry the right name and still be the wrong ingredient. Valdera built its sourcing platform around the awkward details that decide whether a supplier can actually deliver.
An early dream of an eBay for ship supplies ran into customers who liked their own software. Connecting those systems became ShipServ’s business - and the foundation of a maritime trading network.
Fairmarkit started with the corporate purchases too small and tedious for anyone to love. Now its AI agents run sourcing work from intake to award - and customers say the bigger prize is not merely savings, but time.
The New York startup made contract manufacturing searchable, raised at least $78 million in publicly announced funding, and turned buyer demand into a software wedge. The useful lesson is less about AI than about starting with the ugliest spreadsheet in a valuable industry.
Thomas survived the death of its 34-volume directory by keeping the hard part - trusted industrial data - and changing the container. Its second act offers a practical lesson for any niche marketplace: own the taxonomy, earn buyer intent, then sell suppliers the tools to be chosen.