Zetta Venture Partners is the first focused fund committed to delivering exceptional returns from the high-growth analytics market.  The firm, founded by industry veteran Mark Gorenberg, launched in 2013.  With offices in San Francisco and Utah, and a worldwide network of partners, entrepreneurs and investors, Zetta Venture Partners is at the forefront of the next huge and long-lasting investment opportunity.  Focused funds deliver exceptional returns. In fact, over the past 10 years, focused funds have outperformed all funds by 72 basis points, according to the National Venture Capital Association. As an analytics-only fund, Zetta delivers the expertise, network and portfolio to create ongoing, exceptional deal flow.

Zetta Venture Partners

ING Ventures is the venture capital arm of ING making minority investments in early stage companies that have a strategic relevance to ING. It targets disruptive technologies that have the potential to impact ING’s business and ensure customers and clients get access to best-in-class services. Based in Amsterdam but shadowing ING’s geographic footprint of 41 countries, ING Ventures is a €300 million fund that not only drives innovation within ING, but also helps entrepreneurs with hands-on support, know-how, scaling expertise and access to our distribution network.

ING Ventures

New Enterprise Associates is a prominent venture capital firm focusing on investments in technology and healthcare startups. They help entrepreneurs build transformational businesses across multiple stages, sectors, and geographies. With over $19 billion in cumulative committed capital since the firm’s founding in 1977, NEA invests in technology and healthcare companies at all stages in a company’s lifecycle, from the seed stage through the IPO. The firm's long track record of successful investing includes more than 210 portfolio company IPOs and more than 360 acquisitions.

New Enterprise Associates

Cortical Ventures is a venture capital investment firm that focuses on investing in AI companies.

Cortical Ventures

SAV(Scale Asia Ventures) is a Palo Alto-based early-stage venture fund focused on Enterprise Software, Data-driven Life Sciences, and AI-powered Vertical Industries. Fund backers include institutional funds, prominent family offices, and publicly-traded conglomerates in the U.S as well as S. Korea, Japan, and Singapore. SAV is committed to providing its portfolios with strong U.S. and Asia market expertise and a unique global network of strategic corporate partners.

SAV (Scale Asia Ventures)

GTMfund is an early-stage fund focused on investing in hyper-growth B2B SaaS companies. The fund is comprised of 260+ go-to-market executives from the fastest-growing companies on the planet (Snowflake, DocuSign, Okta, Salesforce, Twilio, Square, Procore, etc). Our operators have been there, done that, from zero to IPO. We support our founders with everything GTM - from strategy to hiring and execution.

GTMfund

Index Ventures is a venture capital firm based in London, San Francisco, and Geneva, helping entrepreneurs turn bold ideas into global businesses.  Since 1996, Index has partnered with exceptional entrepreneurs who are using technology to reshape the world. The companies they’ve started include Adyen, Deliveroo, Dropbox, Farfetch, King, Slack, and Supercell.

Index Ventures

Battery Ventures is a investment firm that focuses on technology. It invests in potentially, category-defining businesses in markets including application software, IT infrastructure technologies, consumer-internet and mobile services, and industrial technologies.

Battery Ventures

Weaviate

Weaviate develops a hybrid SaaS platform to build search and recommendation systems. Its open-source AI vector search engine has extensions in the platform for specific use cases such as semantic search, plugins to integrate into any application, and a console to understand their data.

Weaviate is an open-source vector database that allows users to build applications ranging from custom-made search and recommendation systems to ChatGPT plug-ins. It simplifies vector data management for AI developers by enabling them to generate, store, and search for embedding vectors and their corresponding objects. Weaviate's cloud service provides developers with the full power of the vector database without any operational overheads.

Empowering Tomorrow's Innovations with Generative AI Infrastructure

Generative AI Infrastructure

Weaviate Fast-Tracks AI Applications Into ‘Production Era’

Amazon Web Services

The integration with Amazon Bedrock and SageMaker enhances developers' capabilities, providing a secure and efficient solution for vector database deployment within ML frameworks.

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

Weaviate is an open-source vector database that allows users to build applications ranging from custom-made search and recommendation systems to ChatGPT plug-ins. It simplifies vector data management for AI developers by enabling them to generate, store, and search for embedding vectors and their corresponding objects. Weaviate's cloud service provides developers with the full power of the vector database without any operational overheads.In February 2023, Weaviate introduced generative search support, making it easier for developers to harness the power of LLMs and their human-like ability to understand and respond to queries in natural language. The database excels at hybrid search, combining keyword and vector search to leverage exact term matching and semantic context to search across text, images, audio, video, or genetic information.Weaviate adopts a modular ecosystem, integrating with various ML model providers such as OpenAI, Cohere, Google Cloud Platform, Amazon Web Services, and Microsoft Azure. Weaviate supports hybrid search and offers enterprise-ready features like filtering, data storage, cross-references, multi-tenancy, and replication. It operates on an open-source model, offering freely available downloads.Key customers and partnershipsWeaviate’s customer base includes notable firms such as Instabase, Red Hat, Netapp, Shippo, and Stack Overflow.&nbsp;Key customers and partnershipsIn February 2024, Weaviate partnered with Snowflake's Snowpark Container Services to enhance the deployment, management, and scaling of applications within Snowflake's environment. In November 2023, Weaviate enhanced its association with the AWS Partner Network to optimize the development of AI applications.

<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

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.

PROMINENT_CATEGORY

<div>
 Weaviate, a startup specialising in AI-native vector databases, has recently unveiled an AI workbench and flexible storage tiers. The AI workbench, a group of apps and tools for developers, is accessible via the Weaviate Cloud Console.
 The AI workbench includes a Query tool that uses a GraphQL interface for data queries, a Collections tool for coding-free creation and management of collections, and an Explorer tool for searching and validation of object data through a graphical interface. Additionally, the launch includes a Recommendation app which enables the creation of customised recommendation systems and supports multiple data types such as images, text, and audio.
 Weaviate offers several storage options including "hot" storage for real-time data access, "warm" storage for less frequently used data, and "cold" storage for cost-effective, long-term storage of seldom accessed data.
 As an open-source vector database, Weaviate is ideal for applications like custom search systems and ChatGPT plugins. This platform simplifies vector data management by facilitating the generation, storage, and search of embedding vectors along with their objects.&nbsp;
 
</div>

Weaviate

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