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To power AI, Khosla and a16z bet this startup can reinvent mining

Reported by Fortune
Aug 3, 2026· 3 min read
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Key Takeaways
  • • Mariana Minerals closed a $310 million funding round led by Khosla Ventures and a16z, valuing the software-focused mining startup at $1.5 billion and establishing it as a unicorn in the critical minerals space.
  • • The company targets a metals-driven economy by developing software infrastructure to optimize extraction and reduce costs across lithium, copper, aluminum, nickel, cobalt, manganese, uranium, and rare earth elements—materials essential for AI infrastructure, EVs, and power grids.
  • • China's dominance in global mining and critical minerals processing (controlling up to 90% worldwide, and 92% of rare earth magnet manufacturing) creates a strategic vulnerability for U.S. AI and defense supply chains that Mariana Minerals aims to address through operational efficiency.
  • • CEO Turner Caldwell's mandate extends beyond battery metals to build a generalizable software backbone capable of reducing input costs across the full spectrum of modern industrial metals, positioning the startup as infrastructure for the electrification and AI economy.
  • • The $310 million raise reflects institutional confidence that software-driven mining optimization can unlock production capacity and reduce supply chain risk in a market where traditional mine development takes a decade and execution risk remains high.
Summary
Mariana Minerals, a software-focused mining startup, has secured $310 million in funding led by Khosla Ventures and a16z, achieving a $1.5 billion valuation. The raise underscores institutional investor conviction that technology-driven operational improvements in mining can address critical supply chain vulnerabilities underlying the AI and clean energy economy.

CEO and cofounder Turner Caldwell frames the company's mission within a broader economic transition. "We're entering a metals-driven economy," Caldwell stated, positioning lithium and copper as foundational but expanding the mandate to aluminum, magnesium, nickel, cobalt, manganese, uranium, and rare earth elements. The company is architecting a generalizable software backbone intended to optimize extraction economics across this full spectrum of metals. This approach reflects recognition that modern industrial infrastructure—from power grids to EV batteries to semiconductor manufacturing—depends on metals at every layer.

The strategic imperative is acute. China's dominance in global mining and processing creates a chokehold on critical supplies: China controls as much as 90% of global critical minerals processing, with rare earth magnet manufacturing reaching 92% of global capacity. These minerals are irreplaceable in smartphones, defense applications, and electrification infrastructure. The U.S. supply chain vulnerability stems from decades of price-cutting Chinese industrial policy and American industrial decline, leaving even high-volume metals like copper and lithium subject to cost volatility.

Mariana Minerals' software focus addresses a structural inefficiency in traditional mining: building a mine typically requires a decade, concentrating execution risk at the operational level. By developing technology to optimize mine development timelines and reduce operational costs, the company aims to unlock production capacity and lower the cost basis of essential metals over time. This approach appeals to both venture capital and the downstream industries dependent on stable, affordable metals supply—particularly as AI compute infrastructure and electrification acceleration drive demand.

The funding announcement reflects a strategic bet by leading venture firms that software infrastructure can reshape mining economics and reduce geopolitical supply chain risk during a period of heightened competition for critical minerals.

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Sources

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Fortune To power AI, Khosla and a16z bet this startup can reinvent mining