Y Combinator is a startup accelerator that provides funding and mentorship to early-stage companies. It offers a program where startups receive guidance from experienced entrepreneurs and investors. The organization helps founders in their business models and develop their products. Y Combinator serves industries such as technology, healthcare, and finance.

Y Combinator

Zeno Ventures invests in early stage technology enabled companies addressing consumer and enterprise markets. Zeno Ventures likes to back exceptional entrepreneurs before their businesses have scaled and often even before their business models are formed.   Zeno Ventures seeks to partner with talented and passionate founders solving difficult problems that were illuminated by their personal experience.

Zeno Partners

SmartGateVC is a SoCal and Armenia based VC with a focus on pre-seed investments in AI. Krisp (the world’s best noise cancellation technology), SuperAnnotate (the fastest annotation platform and services for training AI) are among our investments (31 portfolio companies since 2018). Sierra Ventures, Upfront Ventures, AI Fund, YC, and others are among our follow-on investors. We invest out of 2 funds and our investors include Tim Draper, One Way Ventures, and other high-profile GPs, entrepreneurs, and professionals.

SmartGateVC

Tribe Capital is a top-quartile venture capital firm focused on capturing a perpetual edge in venture and crypto using data science. The team is made up of investors, engineers and scientists who use artificial intelligence (“AI”) and data science to model venture-backed private companies. Beyond investment capital, Tribe deploys these AI tools to separate signal from noise, helping our companies understand their businesses better.  Our data-informed strategy includes an underwriting infrastructure and a quantitative analysis tool called the “Magic 8-ball.” We leverage these tools to provide deep insight on factors driving growth and how to accelerate sustainable growth, honed through years of developing similar products at major tech and finance players like Lyft, Yahoo, Facebook, and Bridgewater Associates.   Our team uses these tools to measure quantitative product-market fit, so we can more effectively assess and accelerate what Tribe refers to as “N-of-1” companies - companies with the potential to be 10-100x growth opportunities, while minimizing loss ratio by a large degree.  Tribe Capital has $1.6 billion in assets under management and has made notable investments in Apollo.io, Carta, Docker, Kraken, Instabase, Relativity Space, and Shiprocket.

Tribe Capital

CM Ventures is a venture capital firm that provides investments in B2B and B2C markets. The firm was founded in 2020 by Nikolay Dyachkov and Vagan Khranyan and is based in London, United Kingdom.

CM Ventures

468 Capital is an investment firm that focuses on identifying and managing opportunities in various markets. The firm employs a systematic approach to investment analysis and portfolio management. It collaborates with a range of partners to support its investment strategies. The company serves industries including technology, healthcare, and renewable energy.

468 Capital

Shasta Ventures invests in startups in sectors. Their program consists of a proven methodology and a set of comprehensive playbooks that dive deep into the obstacles and challenges of early-stage startups. There is no one-size-fits-all when it comes to early-stage, so this agile program allows founders to tap into the resources they need when they need them.

Shasta Ventures

Bossa Invest manages investment portfolios and provides asset management services to clients. It analyzes market trends to inform investment decisions. Bossa Invest serves multiple sectors, including finance, technology, and real estate.

Bossa Invest

DVC is the collective umbrella of specialized syndicates that invest in companies from pre-seed through pre-IPO. Our investment team comes from diverse backgrounds and are founders and operators.

Streamlined Ventures is a seed-stage investment firm investing in companies transforming verticle markets through Data Science, APIs, Blockchain/Web3, AI, and Software Automation.

Streamlined Ventures

Founders.ai builds companies from scratch, makes venture investments, and buys shares on a secondary market. The aim of the Founders.ai startup platform is to enable tenacious people around the world to build companies that will improve work and life with AI and data.

Founders.ai

Alumni Ventures Group provides high-quality, diversified venture portfolios to individual investors who previously haven't had access to VC. It helps accredited alums from top entrepreneurial schools invest together in the ventures of fellow alums. The firm backs companies with an alumni connection and an institutional lead investor with expertise in the space. AVG also offers focused funds that allow any accredited investor access to a venture portfolio, diversified by type, sector, stage, and geography. Beth Obermiller, Michael Madden, and Mike Collins co-founded the firm in Manchester, New Hampshire in 2013.

Alumni Ventures

Samsung NEXT Ventures is an investment arm of Samsung NEXT, a multifaceted innovation group within Samsung Electronics dedicated to identifying new growth opportunities that will define the next decade. The firm prefers to invest in artificial intelligence, fintech, blockchain, health technology, infrastructure, and media technology sectors.

Samsung NEXT

Dispersion Capital is an early-stage fund focusing on web3 at the pre-seed and seed stages.

Dispersion Capital

AAL VC is a VC fund founded by a team of experienced technologists and operators and built on top of a diverse tech community of LPs and experts. AAL VC invests in Seed+ companies across North America and Europe, with a focus on deeply technical founders buidling in AI/ML, devtools, cloud, infra, and open source.

AAL VC

Activeloop

Deep Lake is a Database for AI powered by a unique storage format optimized for deep-learning and Large Language Model (LLM) based applications (http://github.com/activeloopai/deeplake; 8K+ stars). It simplifies the deployment of enterprise-grade LLM-based products by offering storage for all data types (embeddings, audio, text, videos, images, pdfs, annotations, etc.), querying and vector search, data streaming while training models at scale, data versioning and lineage for all workloads, and integrations with popular tools such as LangChain, LlamaIndex, Weights & Biases, and many more. Deep Lake works with data of any size, it is serverless, and it enables you to store all of your data in once place. Deep Lake is used by Bayer Radiology, Flagship Pioneering, Matterport, ZERO Systems, and others. Try out Deep Lake today via app.activeloop.ai Activeloop's founding team is from Princeton, Stanford, Google, and Tesla, and is backed by Y Combinator.

Deep Lake is a Database for AI powered by a unique storage format optimized for deep-learning and Large Language Model (LLM) based applications (http://github.com/activeloopai/deeplake; 6.5K+ stars). It simplifies the deployment of enterprise-grade LLM-based products by offering storage for all data types (embeddings, audio, text, videos, images, pdfs, annotations, etc.), querying and vector search, data streaming while training models at scale, data versioning and lineage for all workloads, and integrations with popular tools such as LangChain, LlamaIndex, Weights &amp; Biases, and many more. Deep Lake works with data of any size, it is serverless, and it enables you to store all of your data in once place. Deep Lake is used by Intel, Airbus, Matterport, ZERO Systems, Red Cross, Yale, &amp; Oxford. Try out Deep Lake today via app.activeloop.ai. Activeloop's founding team is from Princeton, Stanford, Google, and Tesla, and is backed by Y Combinator.

Empowering Tomorrow's Innovations with Generative AI Infrastructure

Generative AI Infrastructure

Activeloop Raises $11M Series A and Brings Its Database for AI to Fortune 500 Companies

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’ 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 capabilities2. NR1-M™ 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 architectureThe 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 partnershipsIn 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.

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.&nbsp;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.&nbsp;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. In&nbsp;<a href="https://sp-edge.com/updates/28436">April 2024</a>, Databricks introduced its Data Intelligence platform for energy to use AI technology to process large data for energy companies. Following this, the company added synthetic data capabilities for AI agent evaluation in&nbsp;<a href="https://sp-edge.com/updates/37008">December 2024</a>.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).&nbsp; Key customers and partnershipsAs of November 2024, Databricks served a global customer base of more than 10,000 organisations, including Comcast, Conde, DuPont, Honeywell, Rolls-Royce, Shell, and Tata Steel.Databricks collaborates with over 1,200 global cloud, ISV, and consulting partners to deliver data, analytics, and AI solutions, supporting customers in scaling their projects.Notable partnerships include collaboration with AWS in&nbsp;<a href="https://sp-edge.com/updates/34884">October 2024</a> to leverage AWS Trainium chips as the preferred AI chip to power Databricks' Mosaic AI model training and serving capabilities.&nbsp;Databricks also partnered with Karini AI in&nbsp;<a href="https://sp-edge.com/updates/33687">September 2024</a> to accelerate GenAI deployment for enterprises.&nbsp;

Databricks

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’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 budgets2) 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 partnershipsThe 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%–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.&nbsp;

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 database solution company Activeloop has raised USD 11 million in a Series A funding round led by Streamlined Ventures. Other participants included Y Combinator, Samsung Next, Alumni Ventures, and Dispersion Capital. This investment increases the company's total fundraising to about USD 20 million.
 The new capital is intended to help Activeloop acquire more enterprise clients and to expand its engineering team to aid growth.
 Activeloop's platform, Deep Lake, enhances the connection between unstructured data and machine-learning models, providing advanced storage capabilities and retrieval mechanisms that are tailored to machine-learning tasks. This tool is used across industries such as biopharma, MedTech, legal, and automotive. The company claims that Deep Lake can increase AI engineering team productivity by as much as 500% and reduce costs by up to 75%.
</div>

Activeloop

About EDGE

Contact Us

Resources

Area of Focus

Technology Research Made Effortless