Computing Power Market Maker System: Cross-Industry International Analogies 🏦 金融业类比 → 纳斯达克 + 高频做市商（Citadel Securities） / Financial Industry Analogy → NASDAQ + High-Frequency Market Maker (Citadel Securities)

NASDAQ does not produce stocks itself; it merely enables stocks to flow between buyers and sellers. Matching hundreds of thousands of trades per second, it profits not from stock price fluctuations, but from liquidity spreads.

Citadel Securities is the world’s largest market maker. It simultaneously quotes bid and ask prices for the same stock, providing liquidity on both sides regardless of whether the market goes up or down.

Computing Power Market Maker = Citadel Securities of the Compute World. It does not own a single GPU card, but connects all data centers globally to provide two-way quotes for every computing power transaction. Customers don’t need to search for data centers themselves; they open the system and instantly see “Beijing A100 current bid ¥12/card-hour, ask ¥12.5/card-hour” and execute the trade directly.

Vitol Group + Saudi Aramco’s Global Distribution Network

Vitol is the world’s largest independent oil trader, handling 8 million barrels of crude oil daily. It doesn’t produce oil, but it knows if Rotterdam has a diesel surplus today while Singapore faces a jet fuel shortage. Thus, it dispatches tankers, negotiates contracts, and performs futures hedging.

Saudi Aramco produces oil, but it also buys Vitol’s services—because Vitol understands the real-time supply and demand at every port globally. KAI Computing Power Market Maker System | KAI 算力做市商系统

Computing Power Market Maker = Vitol of the Compute World. Each data center’s (like Aramco) own compute inventory can only cover its local region. However, the market maker knows that tonight Northern Europe has high winds, surplus power, and idle GPUs, while an AI training task in Tokyo urgently needs 1,000 H100s and is willing to pay a 2.5x premium. The market maker tokenizes Northern Europe’s idle capacity, routes it to Tokyo, and captures the spread. The data center earns more, and the client gets the compute—a win-win. ✈️ 航空业类比 → 全球分销系统（GDS: Amadeus / Sabre） / Aviation Industry Analogy → Global Distribution System (GDS: Amadeus / Sabre)

Amadeus does not fly a single airplane. Yet, 3 out of every 5 airline tickets globally pass through its system. It connects the inventory of 400+ airlines with over 100,000 travel agency terminals.

When a customer asks, “Economy class from Paris to Tokyo on July 15,” Amadeus compares prices and seat availability across 15 airlines (Air France, JAL, Lufthansa, etc.) within 0.3 seconds and returns the optimal solution.

Computing Power Market Maker = Amadeus of the Compute World. When an AI company says, “I need 500 H100s for 72 hours of continuous training with latency < 5ms,” the market maker scans partner data centers globally within 0.3 seconds—CoreWeave in Silicon Valley has inventory but is expensive; Verne Global in Iceland is cheap but has 150ms latency; Equinix in Singapore perfectly meets the latency requirement at the second lowest price—recommending the optimal combination and settling the transaction in a single tokenized invoice. KAI Computing Power Market Maker System | KAI 算力做市商系统 🚚 物流业类比 → Flexport + 菜鸟网络 / Logistics Industry Analogy → Flexport + Cainiao Network Flexport

Flexport is a global freight market maker. It owns no ships, airplanes, or trucks, but aggregates the capacity inventory of global carriers, allowing customers to book cargo containers as easily as booking airline tickets.

Cainiao Network essentially acts as a market maker for Chinese logistics. It does not deliver parcels itself but uses data to dispatch the capacity of various courier networks (Tongda alliance, J&T, etc.), automatically allocating tasks based on which courier is available and which warehouse is closest to the customer.

Computing Power Market Maker = Flexport for Compute. Today, an AI pharmaceutical company in Singapore running molecular simulations needs 10,000 cores for 48 hours. The market maker system automatically splits the task into three parts and schedules them to: Tokyo, Japan (low midnight electricity rates); Norway (cheap hydropower); and Oregon, USA (newly launched idle clusters). The customer sees only a single token-denominated invoice, entirely unaware that the workload is distributed across three continents. 📡 电信业类比 → 互联网交换中心（IXP: DE-CIX / AMS-IX） / Telecom Industry Analogy → Internet Exchange Point (IXP: DE-CIX / AMS-IX)

DE-CIX operates the world’s largest Internet Exchange Point (IXP) in Frankfurt. It generates no network traffic itself, but allows 1,000+ network operators (telecoms, cloud providers, CDNs) to interconnect and exchange traffic.

Why do operators join? Because negotiating peering agreements individually is too cumbersome; DE-CIX provides a single port to access the entire world’s networks. KAI Computing Power Market Maker System | KAI 算力做市商系统 算力做市商 = DE-CIX for GPU Compute。每个

Computing Power Market Maker = DE-CIX for GPU Compute. Each data center only needs to connect to a single API port of the market maker system, which is equivalent to plugging into the demand pool of all AI companies globally. Conversely, AI companies only need one API to access computing power quotes from all data centers worldwide. This is the Network Effect of market infrastructure. 🏗️ 总结：未来算力的基础设施地图 / Summary: Infrastructure Map of Future Computing Power

Benchmark

Counterpart 做市商角色 / Market Maker Role Citadel Securities

Computing Power Market Maker

Provides real-time two-way quotes for every compute transaction Vitol

Tokenized Compute Oil

Cross-regional arbitrage, routing, and scheduling Amadeus / Sabre

Compute GDS

Matches demand with global inventory within 0.3 seconds Flexport

Compute Freight Broker

Cross-border, cross-facility task splitting and re- aggregation DE-CIX

Compute Exchange Center

A single API to access the global compute market

One-sentence Takeaway: There are 3000+ data centers and 700+ GPU cloud providers globally, with 100,000+ edge computing nodes coming in the future. The vast majority will never have brand recognition, direct sales teams, or sales networks. The computing power market maker system allows them to bypass marketing completely—by simply plugging into the market maker API, their capacity automatically transacts in the global market. KAI Computing Power Market Maker System | KAI 算力做市商系统

This is exactly what KAI aims to achieve—the NASDAQ + Gas Station Network + GDS of the computing power era, three-in-one. KAI Computing Power Market Maker System | KAI 算力做市商系统