Altair Engineering, Inc. provides enterprise analytics, engineering, and on-demand computing software technologies. Its technology optimizes the analysis, management, and visualization of business and engineering information. The company's products include HyperWorks, an enterprise simulation solution for design exploration and decision-making; and PBS GridWorks, a software environment for grid, cluster, and on-demand computing. It also provides product development consultancy services, business intelligence software solutions, and solid state lighting products, as well as develops and markets industrial design/styling software. The company serves automotive, aerospace, government and defense, heavy equipment, consumer products, life and earth sciences, oil and gas, and financial services industries. It sells its products through resellers and distributors in North America, South America, Europe, Africa, Russia, Asia, and Australia. The company was founded in 1985 and is headquartered in Troy, Michigan. It has regional offices and locations in Australia, New Zealand, Brazil, Canada, China, France, Germany, India, Italy, Japan, Korea, Mexico, the Russian Federation, Sweden, the United Kingdom, Ireland, and the United States.

Altair

IAG Capital Partners is an investment firm that sole source of financing and investment rounds with other debt and equity investors.

IAG Capital Partners

NVIDIA is a computing platform company, innovating at the intersection of graphics, HPC, and AI. The company specializes in the manufacture of graphics-processor technologies for workstations, desktop computers, and mobile devices. The company is a major supplier of integrated circuits used for personal computer motherboard chipsets, graphics processing units (GPUs), and game consoles.

NVIDIA

Osage University Partners is a venture capital firm focused on investing in startups that are commercializing university technologies. Osage partners with research universities to invest in their innovative startups shareing its investment profit with partner institutions. The firm invests in software, hardware, and life science companies at all stages of company development. To date, it has partnered with over 80 universities, including 36 of the top 50 U.S. institutions by research expenditures, and has invested in over 50 of their spinouts.

OUP (Osage University Partners)

Cisco Investments is an active investor with more than 40 investment professionals with deep market and technology expertise located in major geographies, including US, Canada, China, India, Israel, and Europe. Over the last 20 years, Cisco Investments has invested in hundreds of companies across different segments and helped them build to successful IPOs or acquisitions. They currently have an active portfolio of $2B with over 80 direct investments around the world, and they also hold Limited Partner positions in over 35 funds globally.

Cisco Investments

Kyra Ventures

LifeX Ventures is a venture capital firm.

LifeX Ventures

Fathom Fund invests in deep-tech startups.

Fathom Fund

Xscape Photonics

Xscape Photonics provides photonic chips for high-speed connections in high-performance computing systems and data centers. The company uses photonics to realize scalable, high-bandwidth, energy-sustainable, and cost-effective solutions that enable the next generation of AI, ML, and simulation hardware.

Xscape Photonics develops photonic platform solutions for ultra-high-bandwidth connections inside data centers to power AI systems. Xscape's multi-wavelength photonics technology can handle hundreds of colors on a single fiber, providing flexibility and efficiency for AI workloads. The ChromX platform reportedly maximizes "escape bandwidth" out of GPUs by 10x and reduces power consumption by 10x compared to incumbent solutions.

Altair Leads Seed Funding for Xscape Photonics with $10 Million Investment - Digital Engineering

US-based Altair invests $10M in photonics startup Xscape Photonics

Xscape Photonics Raises $10M

Altair Leads Seed Funding

Xscape Photonics Raises $10M in Funding

Altair invests $10 million in photonic chip producer

Altair Leads Seed Funding for Xscape Photonics with $10 Million Investment

US-based AI company Altair leads seed funding for technology startup Xscape Photonics with $10 million investment

Empowering Tomorrow's Innovations with Generative AI Infrastructure

Generative AI Infrastructure

Xscape Photonics: $44 Million (Series A) Raised To Support Next-Generation AI Data Centers

Xscape Photonics is a startup based in New York that developed patented technology for photonic chips enabling ultrahigh-bandwidth connections within data centers and high-performance computing (HPC) systems. Its novel platform connects various computing elements using photonics, an approach that reduces power consumption and heat generation while increasing data transfer speeds. This sustainable technology supports the growing demand for high-speed communications driven by data-intensive applications like data science and artificial intelligence (AI).
Xscape's photonic chips offer an innovative solution to the limitations of traditional electronic data transfer methods that require significant space, power, and cooling, leading to performance challenges as HPC workloads scale. By leveraging photonics, the startup's platform facilitates energy-efficient, high-bandwidth, and high-performance data transfers essential for next-generation hardware solutions.

Xscape Photonics develops photonic platform solutions for ultra-high-bandwidth connections inside data centers to power AI systems. Xscape's multi-wavelength photonics technology can handle hundreds of colors on a single fiber, providing flexibility and efficiency for AI workloads. The ChromX platform reportedly maximizes "escape bandwidth" out of GPUs by 10x and reduces power consumption by 10x compared to incumbent solutions.Xscape's technology provides hyperscale customers with a scalable data center fabric solution that meets volume, cost, and density requirements. The company's first product is a programmable laser to power data center fiber-optic interconnects, specifically the links among GPUs, AI chips, and memory hardware.

<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.

<div>
 Startup Xscape Photonics, specializing in silicon photonics, has successfully raised USD 44 million in a Series A funding round. The round saw leading participation from IAG Capital Partners, as well as contributions from Altair, Cisco Investments, Fathom Fund, Kyra Ventures, LifeX Ventures, NVIDIA, and OUP. 
 The secured funding is planned to be utilized to expedite the development of Xscape Photonics' ChromX platform. This platform is a scalable, multi-color, programmable photonics platform designed specifically for AI data center fabrics. With its advanced features, it promises to increase GPU bandwidth tenfold and decrease power consumption to a tenth of the current consumption. It is also engineered to augment the overall inference performance for AI tasks. 
 
</div>

Xscape Photonics

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