Infinity Ventures is now Headline Asia. At Headline Asia, we strive to invest in and create venture companies with infinite possibilities.

Headline Asia (formerly Infinity Ventures)

Wistron Corporation, an original design manufacturer, provides a range of design, manufacturing, and after-sales service support functions for information and communication technology products worldwide. The company's product portfolio covers various technology products, including notebook personal computers (PCs), mobile communication products, servers and storage systems, networking products, desktop PCs, LCD TVs, information appliances, game consoles, and other consumer electronics. Its after-sales services include product replacement, repair and support, and product support solutions, both for products it manufactures and for products produced by other manufacturers. The company sells its products to various vendors who distribute these products under their own brands. Wistron Corporation was founded in 2001 and is headquartered in Taipei, Taiwan.

Wistron Corporation

Banpu NEXT is a leading smart clean energy solution provider in the Asia Pacific, with a vision of ''Innovating Infinite Energy Solutions to All.'' With customers in mind, Banpu NEXT employs a human-centric and data-driven approach in combination with our energy expertise and technology at international standards to develop ''Smart Cities.''

Banpu NEXT

GMI Cloud

GMI Cloud specializes in offering cloud-based access to top-tier GPUs, such as the NVIDIA H100, for generative AI applications. The platform features scalable GPU instances, a robust cluster engine, and an application platform tailored for AI development.

GMI Cloud provides GPU cloud infrastructure and containerization services specialized for GenAI and high-performance computing workloads across five data centers (October 2024).&nbsp;

Revolutionizing AI model serving: unlocking the power of global cloud

High-Performance GPU Cloud Solutions

GMI Cloud — Empowering Anyone with an Idea to Build with AI

Empowering Tomorrow's Innovations with Generative AI Infrastructure

Generative AI Infrastructure

GMI Cloud: AI-Based GPU Company Raises $82 Million (Series A)

GMI Cloud is a US-based venture-backed digital infrastructure company focused on providing powerful, accessible, and reliable GPU cloud-compute solutions. They aim to empower anyone with an idea to build using artificial intelligence (AI) by offering a vertically integrated platform that combines both hardware and software components.
GMI Cloud's core offerings revolve around providing GPU cloud and bare-metal services, virtualization and Kubernetes capabilities, as well as platform and application layers. Their goal is to simplify the process of building AI applications, making it as streamlined as creating a website or an ecommerce store on platforms like Wix or Shopify.
With extensive experience in the GPU supply chain and partnerships with industry leaders like NVIDIA, Realtek, and GMI Technologies, the company has established a competitive advantage in procuring the latest GPU models. As part of the NVIDIA Partner Network, including the NVIDIA Certified Partner (NCP) program in Taiwan, GMI Cloud can offer clients increased access to premier GPU models with shorter lead times compared to US competitors. Their data center operations in Taiwan and strategic location in the APAC region allow for efficient GPU delivery, reducing shipping times and costs.
GMI Cloud's team comprises Silicon Valley talent, including experienced executives and top engineers from companies like Google X and Mineral.ai. They leverage this expertise to develop an integrated, common platform for building with AI.

GMI Cloud provides GPU cloud infrastructure and containerization services specialized for GenAI and high-performance computing workloads across five data centers (October 2024).&nbsp;Leveraging strong GPU supply chain expertise and partnerships with NVIDIA and Realtek, the company offers fast access to top GPU models through the NVIDIA Partner Network. Its Taiwan-based data center and APAC location further optimize GPU delivery, reducing shipping times and costs compared to US competitors. Additionally, the company distinguishes itself from competitors by providing distinctive features such as customized private cloud services and built-in support for NVIDIA NIM, which simplifies integration with NVIDIA hardware and software.The platform provides on-demand access to NVIDIA H100 GPUs with 80GB VRAM via its Kubernetes-based Cluster Engine, which utilizes NVLink and InfiniBand for high-speed GPU clustering. It also supports multiple ML frameworks, enabling customizable deployment environments. GMI also provides AI consulting services, including those for model training, fine-tuning, and scaling.&nbsp;Key customers and partnershipsAs of October 2024, GMI Cloud served over a dozen clients in the telecom, healthcare, and research industries, including Digital Ocean, Headline, and UbiOps.In October 2024, the company partnered with Thailand energy firm Banpu to power GMI Cloud and Taiwanese electronics manufacturer Wistron to co-develop products with the startup.

<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 enable safe, responsible, and ethical GenAI deployment, ensuring compliance with regulations and/or protection against GenAI-based cybersecurity threats.

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

ANALYST_QUICK_TAKE

<div>
 GMI Cloud, a company that provides AI cloud infrastructure, has successfully raised USD 82 million in Series A financing. The leading contributors in this round of funding were Headline Asia, Banpu Next, and Wistron.
 The company will utilize these funds to establish a new data center in Colorado and enlarge their GPU footprint across the US. In addition, they aim to enhance their platform's capabilities and expand their global AI infrastructure. GMI Cloud, already having strong footprints in Taiwan and other regions in Asia-Pacific, sees this as an opportunity for further growth.
 The GMI Cloud platform is powered by NVIDIA's H200 GPUs and has a unique Cluster Engine designed for cloud management. The company’s solution includes features like multi-tenant private clouds and Kubernetes orchestration for managing resources, with an emphasis on performance, scalability, reliability, and security.
</div> Analyst QuickTake: 
 GMI Cloud's funding round underscores the increasing demand for infrastructure to train and enhance the inference capabilities of foundation models. This trend aligns with recent investments in photonics startups, which aim to reduce power consumption and boost FM performance. Notable examples include <a href="https: 
//sp-edge.com/updates/34972"> LightMatter’s </a> USD 400 million round and <a href="https: 
//www.oriolenetworks.com/news1/series-a-press-release"> Oriole Network’s </a> USD 22 million round.

GMI Cloud

About EDGE

Contact Us

Resources

Area of Focus

Technology Research Made Effortless