Naver operates as a search engine and e-commerce platform providing fintech, digital content, and cloud services. The company introduces innovative search services such as ‘Comprehensive Search,’ ‘Knowledge iN,’ and ‘Real-time Rising Keyword.' It also offers UGC services such as Blog and Cafe; Junior Naver, a children’s portal; Happybean, an online donation portal. NAVER launched its Webtoon service in June 2004 and has pioneered the distribution and consumption of webtoons, also known as digital comics. In addition, NAVER also offers services for the global market, including the mobile messenger LINE through LINE Corporation, NAVER’s subsidiary; the video messenger Snow; and the group communication service BAND. NAVER is also involved in software development and distribution; performances and exhibitions business; mobile content development and distribution; search advertising; internet commerce and customer service business; the operation and security services of IT infrastructure; operating online shopping services, and mobile applications marketing. Lee Hae-Jin and Lee Joon-ho headquartered the company in Seongnam, Kyonggi-do, South Korea in 1999.

Naver

InterVest Co., Ltd. is a venture capital firm specializing in startups and early stage businesses and provide pre-initial public offering financing through mezzanine and bridge transactions. It typically invests in biotechnology, healthcare, semiconductor, display, metal and non-metal, energy, machinery, nanotechnology, telecommunications equipment and services, wireless communication terminal-related hardware, computer, software and applications and digital content sectors in Korea.

InterVest Co.

KDB Capital Corp. operates as a credit specialized and corporate restructuring company in South Korea.  It provides equipment leasing services for various properties, including machineries, ships, IT equipments, medical equipments, automation equipments, transportation machineries, educational research equipments, construction machineries, heavy, and other equipments for social services.  The company provides venture capital for companies operating in various areas, including computer and related components, semiconductors and equipment, telecommunication and accessories, software, multimedia, precision chemistry, environment, biotechnology, content/fashion, mechatronics, and entertainment.  In addition, the company offers services to help distressed companies, including merger and acquisition, business consulting, merger and acquisition loan, rescheduling, acquisition of stocks, operating loan fund for restructuring, and consulting for corporate reinforcement; funding services, such as working capital, project financing, and equipment funding; financing via acquiring account receivables from corporations; and credit card services.  The company was established in 1972 and is headquartered in Seoul, South Korea. KDB Capital Corp. is subsidiary of The Korea Development Bank.

KDB Capital

The Korea Development Bank (KDB) provides long-term financing for projects designed to assist Koreaâ€:tm:s economic growth and development. It offers equipment capital loans and working capital loans to Korean private enterprises that undertake major industrial projects. The bank also extends guarantees to its clients to facilitate their other borrowings and to finance major industrial projects. KDB guarantees Won-denominated corporate debentures, local currency loans, and other Won liabilities and foreign currency loans from domestic and overseas Korean financial institutions and from foreign institutions. The bankâ€:tm:s other activities include engagement in a range of industrial development activities, including conducting economic and industrial research; performing engineering surveys; providing business analyses and managerial assistance; and offering trust services. As of June 30, 2007, KDB had 40 local branches, 6 overseas branches, and 2 overseas offices. The bank was founded in 1954 and is headquartered in Seoul, South Korea.

Korea Development Bank

AION Capital Partners is a company that specializes in asset management services.

AION Capital Partners

IMM Investment is an independent venture capital firm focused on investments in venture capital, mezzanine, and infrastructure. With the longstanding trust of institutional investors, partners and investment professionals continue to create significant values for Portfolio companies, which consist of information technology, healthcare/biotech, and manufacturing.

IMM Investment

DSC Investments invests in early stage and growth companies in the field of corporate identify and focus, IT, software, biotechnology, machinery, and future high-growth areas such as environment and resources.

DSC Investment

Korea Omega Investment Finance is a private equity and venture capital firm

Korea Omega Investment

Quantum Ventures Korea actively invests in companies within the Technology and Bio/Healthcare industries. The firm manages a portfolio of early to growth-stage companies and continues to look for opportunities across a range of company stages.

Quantum Ventures Korea

Schmidt is an investment-type accelerator that invests in early-stage companies with less than three business years. It was founded in 2014 and is headquartered in Seoul, South Korea.

Schmidt

FuriosaAI

FuriosaAI delivers the performance for real-time AI services while achieving energy efficiency for the lowest operation cost at scale. They build the entire product on a solid core foundation because AI chips on the ground are doomed to fail when it comes to addressing the complex and rapidly changing requirement metrics of hyper scalers and enterprises.

FuriosaAI develops high-performance AI inference accelerators aimed at enterprise customers and hyperscale data centers. The company's primary focus is on creating efficient AI hardware complemented by a robust and flexible software stack. FuriosaAI's first-generation chip, WARBOY, completed development in July 2021 and was set to begin volume production in Q1 2023. The company has maintained a balance of hardware and software engineers since its establishment in 2017, emphasizing in-house full stack software development. This approach has enabled FuriosaAI to offer a robust and flexible compiler, along with an SDK that automatically optimizes and quantizes models, making it easier for clients to deploy their AI solutions.

Empowering Tomorrow's Innovations with Generative AI Infrastructure

Generative AI Infrastructure

FuriosaAI unveils power-efficient AI processor at Hot Chips

LG Electronics

LG AI Research has partnered with  FuriosaAI to research and develop chips designed to train large-scale artificial intelligence.

A new generation of building blocks for emerging tech

Next-gen Semiconductors

Companies developing semiconductors for other emerging tech applications, including quantum and edge computing.

FuriosaAI develops high-performance AI inference accelerators aimed at enterprise customers and hyperscale data centers. The company's primary focus is on creating efficient AI hardware complemented by a robust and flexible software stack. FuriosaAI's first-generation chip, WARBOY, completed development in July 2021 and was set to begin volume production in Q1 2023. The company has maintained a balance of hardware and software engineers since its establishment in 2017, emphasizing in-house full stack software development. This approach has enabled FuriosaAI to offer a robust and flexible compiler, along with an SDK that automatically optimizes and quantizes models, making it easier for clients to deploy their AI solutions.FuriosaAI has consistently submitted results to the AI chip benchmark, MLPerf. In the MLPerf Inference v2.0, the company improved its benchmark performance by 2x on the same silicon compared to the previous v1.1 submission, achieved purely through compiler enhancements. This demonstrates the company's commitment to continuous improvement and optimization of its technology.&nbsp;Key customers and partnershipsAs of July 2022, FuriosaAI was sampling WARBOY with customers in South Korea, including major tech companies and AI startups in various application fields. The company was also expanding its reach into the North American market with WARBOY.

<div>
 
 Founded in Israel, NeuReality specializes in providing hardware infrastructure to streamline computation processes to accelerate the development of AI applications. Its technology assists AI inferencing deployment by offering a comprehensive system solution that seamlessly supports a vast array of deep learning models.
 
 
 NeuRealitys&rsquo; infrastructure includes an architecture called the Network Addressable Processing Unit (NAPU) to maximize the capabilities of Deep Learning Accelerators (DLAs). This design facilitates inference through purpose-built NAPUs that are specifically crafted for AI inference tasks, enhancing performance and efficiency.
 
 
 The NR1 AI Inference Solution by NeuReality is a comprehensive system comprising architecture, hardware, and software platforms. Launched in November 2023, it intends to simplify the installation, utilization, and management of AI, making it accessible and manageable for users.
 
 
 The hardware offerings of the solution include,
 
 
 1. 
 NR1 Network Addressable Processing Unit
 : A network addressable inference Server-on-a-Chip with an embedded Neural Network Engine, which is a workflow-optimized hardware device with specialized processing units, native network capabilities, and virtualization capabilities
 
 
 2. 
 NR1-M&trade; AI Inference Module
 : A full-height, double-wide PCIe card containing one NR1 Network Addressable Processing Unit (NAPU) system-on-chip and a network addressable Inference Server that can connect to an external Deep Learning Accelerator (DLA)
 
 
 3. 
 NR1-S AI Inference Appliance
 : An optimized design for an inference server that contains NR1-M modules with the NR1 NAPU, which enables disaggregated AI service in a scalable and efficient architecture
 
 
 The software component of the solution is designed to be compatible with any trained model from any development environment. It includes tools that handle the entire AI pipeline and enable seamless connection of AI workflows to any environment.
 
 
 NeuReality differs from traditional AI chip connectivity in replacing CPU-centric support with an AI-centric platform. This allows components to communicate directly with AI accelerators, eliminating the need for commands to pass through a central processing unit. Additionally, the technology enables AI accelerators to connect with each other, enhancing efficiency and performance in AI applications. It also claims its AI-centric approach reduces complexity, cost, and power usage. The firm claims it can reduce inference costs by 90%.
 
 
 Key customers and partnerships
 
 
 In November 2021, NeuReality teamed up with IBM to develop advanced AI inference technology by enhancing its NR1 chip and system for use in IBM's Hybrid Cloud.
 
 
 In September 2021, the company partnered with Xilinx to develop AI-centric platforms that improve real-world AI applications. This collaboration was intended to focus on NeuReality's AI-centric inference platform NR1-P and address existing issues with AI deployment including cost and complexity.
 
 
 Funding and financials
 
 
 In 
 <a href="https://sp-edge.com/updates/27745">
 March 2024
 </a>
 , NeuReality secured USD 20 million in funding led by The European Innovation Council (EIC) Fund. The funds were intended to accelerate the deployment of NeuReality&rsquo;s NR1AI Inference Solution.
 
 
 In December 2022, it secured USD 35 million in a Series A funding round led by Samsung Ventures, with Cardumen Capital, Varana Capital, OurCrowd, XT Hi-Tech, and others as participants. The funding was used to launch its flagship AI inferencing solution.
 
</div>

NeuReality

<div>
 
 Accubits is an AI and BLOCKCHAIN focused development and solutions company based in Washington DC with its development offices in India and Dubai. Pioneering as a custom Blockchain solutions provider delivering solutions ever since 2012, Accubits is one of the oldest and experienced Blockchain dev house in the market and is featured as one among the top 13 Blockchain companies in India by INC42. We are a big family of engineers, innovators, inventors and many others continually working to help our customers in leveraging their business and adding value to their lives. Over the past 6 years, We have delivered more than 600 projects, for over 200 clients worldwide. Several of Fortune 500 companies in sectors from Retail to Health are being powered by our solutions to streamline and leverage their growth.Our portfolio for AI solutions includes intelligent conversational tools, RPAs, CRMs, SIPs, real-time video and image analytics systems, state of the art ALPR systems and many more being used enterprises, startups across North America, Canada, Middle East, Hong Kong, Singapore, Indonesia, India &amp; Sweden. Our portfolio of Blockchain development includes custom DApps and smart contracts, crypto token and exchange development, integrated blockchain services and ICO platforms.
 
</div>

Accubits

<div>
 
 LeewayHertz is a leading software development company delivering tailor-made digital solutions to businesses worldwide. Our team of 250+ full-stack developers, designers and innovators has designed and developed 100+ digital solutions across industry verticals. As a close-knit team of AI and web3 experts, designers and full-stack developers, we undertake collaborative research and development to create next-gen applications and solutions perfectly suited to the evolving tech space. As a technology pioneer with deep knowledge and expertise in AI, blockchain and other advanced technologies like IoT, LeewayHertz believes in helping companies overcome their most complex tech challenges and drive business growth. Our motto, &lsquo;You Dream It: We Build It,&rsquo; reflects our business philosophy. From putting flesh on your idea to delivering the expected end product, we do whatever it takes to make your project successful. Having worked with 30+ top fortune 500 companies and created various on-demand solutions, we boast an impressive work portfolio demonstrating our expertise.
 
</div>

LeewayHertz

Databricks, a data and AI company established by the original developers behind prominent Big Data solutions such as Delta Lake, Apache Spark, and MLflow, and provides organizations with AI and data analytics tools for efficient management of their data.Databricks' primary product is the Databricks Lakehouse platform, a unified data intelligence platform that merges a data warehouse and data lake to provide developers with efficient access to data and enables enterprise customers to create their AI models—similar to a ChatGPT-style AI system—using only their internal data.Databricks Unity Catalog, part of the Databricks Lakehouse Platform, provides unified governance for structured and unstructured data, machine-learning models, notebooks, dashboards, and files across various environments, offering automated monitoring, proactive alerts, and seamless data sharing through Delta Sharing integration. Furthermore, Databricks offers an open architecture that streamlines the AI development process, allowing the integration of various LLMs such as Llama 2, Azure OpenAI, and Anthropic, enabling customization with enterprise data for tailored model creation.Notably, Lakehouse leverages NVIDIA technology for accelerated data processing and AI model generation. Databricks also offers industry-specific solutions like Databricks Lakehouse for Healthcare, Financial Services, Retail, and Manufacturing.Databricks has expanded its offerings through multiple acquisitions, including MosaicML ( <a href="https://sp-edge.com/updates/19683">July 2023 </a>), Arcion ( <a href="https://sp-edge.com/updates/23041">October 2023 </a>), Okera ( <a href="https://sp-edge.com/updates/18197">May 2023 </a>), and Datajoy (October 2022). Key customers and partnershipsAs of July 2023, Databricks served a global customer base of approximately 10,000, including notable customers such as Comcast, DuPont, Honeywell, Rolls-Royce, Shell, and Tata Steel.Notable partnerships include collaboration with NVIDIA to incorporate NVIDIA TensorRT-LLM into its inference service and a partnership with Hevo-Data to automate data integration into the lakehouse for mutual customers (October 2022).Databricks also partnered with Karini AI to accelerate GenAI deployment for enterprises (<a href="https://sp-edge.com/updates/33687">September 2024</a>)Databricks also provides an LLM Mesh partner program; it has partnered with firms such as <a href="https://sp-edge.com/updates/24218">Dataiku </a>where an emphasis is placed on comprehensive data access, enabling tight integration of GenAI applications with enterprise data.

Databricks

<div>
 
 Labelbox offers a data-centric AI platform for enterprises, enabling them to develop, optimize, and use AI to solve complex problems and power new products and services.&nbsp;&nbsp;
 
 
 Labelbox&rsquo;s platform offers capabilities for building, optimizing, training, fine-tuning LLMs, and AI-enabled data labeling automation.&nbsp;
 
 
 Its products include&nbsp;
 
 
 1) Catalog: A platform for building AI applications with features such as advanced search capabilities and optimizing data for labeling budgets
 
 
 2) Annotate: A data labeling solution designed to streamline and accelerate labeling operations using automation tools and pre-labeling techniques
 
 
 (3) Model: Offers tools for data enrichment, model-assisted labeling, and custom Foundry Apps to automate data management tasks and improve AI model performance&nbsp;&nbsp;
 
 
 (4) Boost: Offers fully managed tailored solutions such as on-demand data labeling services to enhance AI development speed and efficiency.&nbsp;
 
 
 As such, Labelbox enables companies to streamline the fine-tuning and alignment of LLMs and enables the validation of outputs through techniques such as reinforcement learning with human feedback (RLHF), reinforcement learning from AI feedback (RELIEF), and evaluation. This incorporation of human expertise ensures more accurate, contextually relevant, trustworthy, and secure results from LLM systems.
 
 
 The platform is offered through a SaaS subscription model with packages ranging from free subscriptions with limited usage and custom pricing for enterprises.
 
 
 Key customers and partnerships
 
 
 The firm's solutions have use cases across diverse industries, including retail, consumer internet, healthcare, manufacturing, and financial services. Labelbox has a large portfolio of customers, including NASA's Jet Propulsion Laboratory and Blue River Technology, a smart AgriTech company that used Labelbox's model-assisted labeling suite to enhance its See &amp; Spray technology in smart agriculture, resulting in herbicide cost savings of 70%&ndash;80. Labelbox's customers also include several Fortune 500 companies, such as Walmart, P&amp;G, Audi Adobe, Airbnb, Bayer, and Bosch.
 
 
 Key partnerships include a long-term collaboration with 
 <a href="https://sp-edge.com/updates/21770">
 Google Cloud
 </a>
 to facilitate digital transformations in retail, consumer internet, financial services, and manufacturing and logistics.
 
 
 Funding and financials
 
 
 In January 2022, the firm raised USD 110 million in Series D funding led by SoftBank's Vision Fund 2. The company planned to utilize the funds to finance company expansion.
 
 
 
</div>

Labelbox

Integrated solutions that handle various processes such as model training, fine-tuning, model deployment, monitoring, and maintenance in working with and deploying LLMs

Platforms that provide hardware such as high-performance CPUs, GPUs, or TPUs, including cloud-based solutions that are commonly used to train and run GenAI models efficiently

Platforms that assist with fine-tuning pre-trained GenAI models or custom models tailored to specific use cases. Includes services that train models from scratch or use existing models

Platforms that store and retrieve training data in vector databases for access during the model training phase

Services to deploy GenAI models (on-premises or cloud-based) into production environments and integration tools to support existing systems and workflows

Ongoing monitoring of GenAI models to ensure performance. Includes regular model retraining, performance optimization, and troubleshooting

Platforms that assist in designing and refining prompts or instructions to GenAI models to get the desired responses or outcomes

Platforms that develop and implement strategies, policies, and practices to ensure the responsible, secure, ethical, and safe use of Generative AI technologies within an organization.

All services offered by these companies provide support to AI/ML

NLP is a key component of generative AI which is the core focus of this hub.

All companies within this space are offering infrastructure for generative AI

Generative AI infrastructure hub covers companies that deploy and run these foundation models.

The toolkit to build machine learning applications at scale

Machine Learning Infrastructure

PROMINENT_CATEGORY

<div>
 FuriosaAI, a company specializing in AI semiconductors, has introduced its latest product, RNGD, an AI accelerator chip developed for data center inference. The product has been engineered specifically for high-performance Large Language Models (LLMs) and multimodal model inference.
 The RNGD chip stands out due to its unique features, boasting a non-matmul Tensor Contraction Processor (TCP) based framework and a powerful compiler that has been specifically optimized for TCP. It comes equipped with an impressive 48GB of HBM3 memory, while its Thermal Design Power (TDP) is only 150W, which is significantly lesser compared to the 1000+W for leading GPUs. The chip is capable of delivering a throughput performance between 2000 and 3000 tokens per second for models that contain approximately 10 billion parameters. 
 The company is currently offering early access to RNGD for sampling purposes, with expectations of making it widely available in early 2025. FuriosaAI states that RNGD strikes an exceptional balance between efficiency, programmability, and outstanding performance. The company also emphasizes that thanks to RNGD, end-users can gain access to an affordable and sustainable AI computing solution which is capable of meeting the real-world inference needs of various industries. With RNGD, users also have the ability to efficiently run models such as the Llama 3.1 8 billion on just one card.
</div>

FuriosaAI

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