Koch backs Emanate AI for industrial sales

Koch did not disclose the size of the strategic investment, and Emanate also declined to say how much it raised. But the pairing gives the San Francisco startup a powerful corporate backer with reach across refineries, factories, logistics and supply chains, along with more than $125 billion in annual revenue and roughly 120,000 employees in over 50 countries.

For investors, the deal is another sign that enterprise AI spending is broadening beyond copilots and back-office cost savings. Koch’s venture arm said the biggest opportunities may lie in helping companies accelerate growth, not just improve efficiency, suggesting industrial buyers are now willing to pay for tools that can drive top-line gains.

Emanate, founded in 2025 and previously backed by Andreessen Horowitz, Peter Thiel and Reddit cofounder Alexis Ohanian, says its software sits on top of the systems suppliers already use and turns scattered account information into a “knowledge graph.” Founder and chief executive Kiara Nirghin says the company measures results by testing the engine on one group of accounts against another under the same pricing and demand conditions.

The startup says its system can reactivate, manage, price and expand accounts autonomously, but only after “earning” that autonomy with a human in the loop. Nirghin said Emanate has not had a major mistake because deployment is done carefully, though the company has not named customers or disclosed revenue.

The development adds to a broader push by industrial and software companies to use AI in revenue-critical workflows rather than purely administrative ones. The next test is whether Emanate can prove its claimed gains in live deployments and convert a high-profile corporate partnership into repeatable enterprise sales.