The Due Diligence Checklist for Investors
In 2025, “Artificial Intelligence” is the new “Blockchain” for the mining sector. We are seeing a wave of Junior Miners slapping “AI-powered” on their decks hoping for a valuation re-rate.
The market is cynical. Sophisticated investors know the difference between a ChatGPT-generated press release and a genuine technological edge. As George Lwanda recently highlighted regarding African mining governance, the sector is moving toward strict oversight. The “Black Box” era is ending; the “Glass Box” era of accountability is beginning.
Process is the New Proof
If you want to avoid the “AI Washing” label, you need to show your working. Aterian PLC didn’t just announce they were “using AI.” They announced a binding Joint Venture with a specific partner (Lithosquare), a specific budget (€1.4m), and specific financial terms. (See the deal structure here).
That is the difference between a buzzword and a business plan.
Process is the new proof. Don’t just claim you have AI; show the commercial validation. A perfect example is the Aterian/Lithosquare deal structure, where the AI partner put up €1.4m of their own capital. That speaks louder than any press release.
The Social License to Automate
Perhaps the most overlooked risk in the AI narrative is the Social License to Automate. As analyzed in recent reports on Rio Tinto’s strategy, the automation of entry-level roles (like haulage) threatens the economic link between mines and local communities.
If your “Tech Story” sounds like “We are firing local workers to hire robots,” you will lose your social license—just as Rio Tinto faced backlash after the Juukan Gorge disaster for disconnecting from local values.
A credible Narrative must explain how the tech empowers the local workforce (e.g., upskilling them to manage SymX systems) rather than replacing them.
Real Sustainability: The Circular Narrative
Finally, use AI to tell a Circular Economy story. Referencing the Endolith breakthrough (detailed in our technical post), the most powerful ESG story isn’t “we bought carbon credits.” It is: “We are using AI-guided biology to extend our mine life by 20 years, re-processing waste so we don’t have to dig new holes.”
Furthermore, your narrative must be grounded in operational reality. You cannot promise a magic discovery box. You must pivot to a story of ‘Dual-Track’ efficiency—using AI for speed and biology for yield—as we outlined in our technical deep-dive.
The KP Growth Management View: Your Investment Thesis cannot rely on the “black box.” The narrative must remain focused on the asset. If you position the tech as the hero, you lose credibility. If you position the tech as the accelerator of a great geological asset, you win trust.
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Last Updated on by GaryPine
