Strategic Insight Brief: Interpreting Dr. Huang MATERIALS SCIENCE × TOKEN CONSUMPTION

It essentially outlines a brand-new and potentially most lucrative vertical demand scenario for KAI: Materials Engineering.

I. Deconstruction of Core Arguments 1

Penetration Curve (1% → 90%) In materials science, utilizing AI and tokens for research and development is currently at a superficial 1% adoption phase, but it is bound to reach a 90% ultra-deep integration in the future. This represents a classic exponential penetration curve—implying that token demand within this niche sector possesses a hundredfold growth potential. 2

“Tokens + Materials Analysis” = Uncharted Territory for LLMs Materials R&D (formulations, crystal structures, catalysts, performance simulations) is fundamentally about searching and simulating massive combinations—which happens to be the exact sweet spot for large language models combined with computational power. Therefore, materials science remains an uncultivated niche for the “AI-native generation,” offering immense scaling potential. KAI Strategic Insights • Materials Science × Token Consumption 3

Restructuring BASF’s Cost Structure via Tokens Dr. Huang predicts that for a world-class materials giant like BASF, the lion’s share of its future costs will completely shift to tokens, with annual token consumption accounting for ≥ 60% of its total revenue, compounding exponentially year over year.

II. What This Means for KAI (The Core Value)

It concretizes KAI’s demand-side narrative, shifting it from a vague concept of “generic global buyers” into a quantifiable, monumental industry anchor. • In the past, your TAM ($50T) relied on a top- down macro ceiling narrative—which was easily vulnerable to skepticism regarding its sheer scale. • Dr. Huang’s analysis provides crucial bottom- up validation—leveraging a single industry (materials science) and a single benchmark enterprise (BASF) to offer a deducible demand projection: If BASF’s annual revenue stands at roughly €60–70 billion, a 60% allocation equates to approximately €40 billion in annual token consumption. The global materials industry encompasses thousands of corporations. This single vertical of “materials science” alone can generate a trillion-dollar token transaction demand—and this represents KAI Strategic Insights • Materials Science × Token Consumption just one of the N distinct verticals KAI is positioned to capture. This is where the true value of Dr. Huang’s thesis lies: it provides a “tangible foundation brick” for your $50T TAM claim. Instead of proclaiming an abstract ceiling, you can now argue: “Based on BASF’s cost migration trajectory, the materials science sector alone yields X trillions. When layered with pharmaceuticals, energy, and semiconductor design, the $50T TAM becomes an aggregative bottom-up reality.”

⚠️ III. Rigor Assessment & Recommendations The figure of “Token Consumption ≥ 60% of Total Revenue” functions powerfully as a visionary trend forecast, but it will face immediate pushback from institutions if presented as hard due diligence data (dedicating 60% of top-line revenue to a single operational input is extraordinarily rare). We recommend structuring external messaging into two distinct Tiers:

Visionary Tier (Bold): “We foresee a fundamental shift where the core cost centers of materials conglomerates migrate toward token consumption.” • Data Tier (Conservative): Position the 60% metric strictly as an “upper-bound theoretical ceiling under a long-term full- penetration scenario,” rather than an immediate baseline fact. • KAI Strategic Insights • Materials Science × Token Consumption