redalpine is the Swiss venture capital firm that empowers GameChangers. Founded in 2006, redalpine brings together financial investment, operational expertise, and a vast international network to help ambitious entrepreneurs transform their vision into a reality. With over €1bn in assets under management, the firm has backed some of Europe’s most disruptive software and science companies, including N26, Taxfix, Inkitt, 9fin, Carvolution, vivenu, and Infinite Roots. redalpine has over 95 companies in its portfolio and invests Europe-wide from its offices in Zurich and Berlin.

redalpine

Inovia Capital is a venture capital firm that works with founders to create influential and permanent businesses. The team leverages an operator mindset to provide founders with support, mentorship, and access to a worldwide network. Inovia manages over US$2.2B with operations in Montreal, Toronto, Calgary, San Francisco, and London.

Inovia Capital

Fly is a first check VC for technical founders solving hard problems. Fly invests from day-zero to seed, backing founders from all over Europe.

Fly Ventures

Atomico is an international investment firm that focuses on helping disruptive technology companies scale globally. It partners with technology founders at the Seed stage and beyond with a particular focus on Europe, leveraging deep operational experience to supercharge their growth. The company's team of founders, investors, and operational leaders have been responsible for global expansion, hiring, and marketing at companies from Skype, Google, and Twitter to Wise and Snowflake. It specializes in seed, startup, Series A, early venture, mid venture, late venture, emerging growth, and growth capital investments.   Atomico was founded in 2006 and is headquartered in London, England, with offices in Paris, Berlin, and Stockholm

Atomico

Citi Ventures utilizes Citi's resources to support individuals, businesses, and communities amid technological changes. Based in San Francisco with offices in New York, London, Palo Alto, Tel Aviv, and Singapore, Citi Ventures focuses on discovering new value by exploring, developing, and investing in innovative ideas, and collaborating with Citi employees, clients, and the broader innovation community.

Citi Ventures

Dropbox Ventures is a corporate VC arm of Dropbox that seeks to invest in early-stage of AI startups.

Dropbox Ventures

Lakera AI

Lakera is a real-time GenAI security company. The company is dedicated to ensuring the safe and responsible development and deployment of artificial intelligence technologies. To accelerate the secure adoption of AI, the company developed Gandalf, an educational tool that has taught over one million users about AI security. Lakera leverages AI to continually evolve its defenses, enabling customers to stay ahead of emerging threats.

Lakera is a company specializing in real-time Generative AI (GenAI) security solutions. The company's platform is designed to protect AI applications against security threats while maintaining optimal user experiences. Lakera's flagship product, Lakera Guard, is designed to enhance the security of large language model (LLM) applications against&nbsp; cybersecurity threats. It provides a single API that enables developers to implement real-time security controls with minimal latency, ensuring that applications remain secure without requiring code changes.

Empowering Tomorrow's Innovations with Generative AI Infrastructure

Generative AI Infrastructure

Gandalf Lakera AI PWND - Krang2K

Lakera is a company specializing in real-time Generative AI (GenAI) security solutions. The company's platform is designed to protect AI applications against security threats while maintaining optimal user experiences. Lakera's flagship product, Lakera Guard, is designed to enhance the security of large language model (LLM) applications against&nbsp; cybersecurity threats. It provides a single API that enables developers to implement real-time security controls with minimal latency, ensuring that applications remain secure without requiring code changes.In addition, it offers Gandalf, a gamified AI educational platform enabling&nbsp; users to test their prompt injection skills and is the world's largest AI red team. Gandalf generates a real-time database of AI threats, accumulating hundreds of thousands of uniquely new attacks daily to keep Lakera's software up-to-date and ensure continuous protection for customers. As of October 2024, Gandalf had over 1 million users worldwide and had generated more than 40 million data points. This extensive database, combined with the founding team's expertise in building AI systems with real-time requirements, enables Lakera to provide its customers with advanced threat protection.&nbsp;In <a href="https://www.lakera.ai/news/gandalf-new-ui-and-enhanced-ai-security-education">July 2024</a>, the company enhanced its product Gandalf with new&nbsp; UI and enhanced AI security education. Key customers and partnershipsNotable customers included Dropbox and a top three US bank. Reportedly more than 35% of Fortune 100 companies had expressed interest in Lakera's services. Microsoft also uses Gandalf in its security training programs. Dropbox, in addition to being a customer, has strengthened its relationship with Lakera by investing in the company through Dropbox Ventures.

<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.
 
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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>
 AI security firm, Lakera, has secured USD 20 million through a Series A funding round. Atomico led the round, with contributions from Citi Ventures, Dropbox Ventures, and existing investor Redalpine.
 The company intends to utilize the new funding for product development and to accelerate its expansion into the US market, fortifying its already present footprint in Silicon Valley.
 Lakera.ai provides a security platform designed to shield organizations from a variety of AI-related threats. The platform delivers complete security solutions for enterprises that use GenAI applications, handling urgent issues such as prompt injections, policy breaches, data privacy, and potential attacks via third-party tools.
</div>

Lakera AI

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