"Transplanting Silicon Valley Unicorn Experience"... Friendly AI Launches Global Scale-Up

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"During the gold rush, digging for gold could lead to a huge windfall or failure. However, selling high-quality jeans and durable axes was always a profitable business. Friendly AI aims to play exactly that role—selling the jeans and axes."

In the era of generative artificial intelligence (AI), as global companies rush to mine the 'gold mine' of AI models, there is a startup providing the core infrastructure to enable them to extract gold more efficiently. That company is Korea's AI startup, Friendly AI.

Recently, Friendly AI appointed Brian Yoo, an early member of Silicon Valley unicorn Moloco and currently a venture partner at Mashup Ventures, as its Chief Business Officer (CBO) to oversee global business and operations, marking the start of its global scale-up.

He joined Moloco from its early days, leading 'zero to one' initiatives across all departments and secured 300 billion won in investment alongside Moloco's two founders. CBO Yoo stated, "I decided to join with the plan to transplant the global organizational management methods I experienced at Moloco into Friendly AI."

Friendly AI is a company that optimizes the 'inference' process of AI models. Taking an automobile factory as an example, it plays the role of improving the efficiency of a factory capable of producing 100 cars per day to enable production of 1,000 cars. He said, "Even with the same GPU (graphics processing unit) resources, maximizing efficiency can reduce costs for companies operating generative AI services and maximize their profits."

The global market is crowded with inference competitors such as Together AI and Fireworks, which have received corporate valuations in the trillions. Despite capital and organizational gaps compared to these rivals, Friendly AI plans to carve out a niche by leveraging its technological capabilities.

CBO Yoo stated, "The inference market is one where performance comparisons based on metrics like latency and token throughput become clear within days." He added, "Since the problem definition and evaluation criteria are clear, just as top Korean students excel in math and physics Olympiads, I believe Friendly AI, which has gathered Korea's best AI talent, has sufficient potential to compete globally."

To achieve this, it plans to aggressively target global AI-native companies such as Cursor. He explained, "Just as advertisers in the performance advertising market compare multiple channels simultaneously, large-scale AI companies do not rely on a single inference provider alone. Coding agent companies like Cursor spend hundreds of billions of won annually on inference costs; capturing even 5% to 10% of this traffic could lead to massive revenue growth." The strategy is to proactively enter markets where competitors' products are used, demonstrate performance differences directly, and capture market share.

In fact, Friendly AI's technology has already attracted attention from global tech giants. It is an official launch partner of NVIDIA (NVIDIA), supplying and cooperating by integrating the latest AI model, 'Nemotron 3', onto the Friendly AI platform. CBO Yoo added, "During his keynote speech at NVIDIA's GTC event held in San Jose, USA, CEO Jensen Huang directly mentioned Friendly AI." Friendly AI is validating the performance of its self-developed generative AI inference engine through various ongoing proof-of-concept (PoC) projects locally.

Friendly AI established a U.S. subsidiary (Flip) early on and secured investment from local venture capital firms, including Sierra Ventures, last year, accelerating its North American business operations. He will personally lead global marketing and sales while simultaneously working to secure follow-on global investments.

Restructuring organizational culture for global expansion is also one of his key challenges. He noted that he learned a great deal from the process of resolving internal language and cultural 'growing pains' Moloco experienced as it transitioned from an organization centered on Koreans to one recruiting multinational talent. In preparation for a future with increasing numbers of multinational talents, Friendly AI plans to upgrade its operational systems to global standards, including switching internal official documents and Slack channels to English.

He stated, "I was fortunate to have the experience of growing an AI-based product globally and generating revenue at Moloco." He continued, "At Friendly AI, where Korea's top talents are gathered in the inference market at the forefront of AI technology, I will work to build a company that creates another global impact."

[MoneyToday startup media platform Unicorn Factory]