Techstars is a global platform that provides investment and innovation. Through the Techstars Worldwide Entrepreneur Network, founders and their teams connect with other entrepreneurs, experts, mentors, alumni, investors, community leaders, and corporate partners who will help their companies grow. Techstars operates four divisions: Techstars Mentorship-Driven Accelerator Program supercharges success and Techstars Startup Programs inspire, educate, and connect entrepreneurs. Techstars Venture Capital Fund invests in innovative and disruptive companies. Techstars Corporate Innovation Partnerships help brands create products and services. Techstars' accelerator portfolio includes more than 1,000 companies with a market cap of $8.1 billion.

Techstars

Cultivation Capital is a venture capital firm that manages a family of funds focused on early-stage investing. Most of our initial investments are during a startup’s Seed or Series A phase, and our initial checks range from $500k – $3.5M. Our industries of focus include life sciences and health tech, software and IT, agriculture tech, and geospatial tech.

Cultivation Capital

The Hub Angels Investment Group is an angel group structured as a fund, with more than 100 members acriss its five funds.  Hub invests in technology-focused businesses primarily in the Boston area.  Through 2015, the Hub portfolio includes 38 investments in companies like Zipcar (IPO), CircleLending (acquired by Virgin Money), Intelligent Bio-Systems (acquired by Qiagen), Copiun (acquired by Good Technology), and Incentive Targeting (acquired by Google).  Between its funds and members, Hub has invested more than $25 million, with co-investors adding another $250 million. The Hub Angels Investment Group was founded in March 2000 and is headquartered in Boston, Massachusetts.

Hub Angels Investment Group

Plug and Play is a seed and early-stage investor focused on great teams leading emerging growth companies.  Plug and Play runs 12 industry-specific accelerator programs twice a year, that acts as a platform for major corporations and high quality startups to connect and collaborate.  Located in the heart of Silicon Valley, Plug and Play participates in Seed, Angel and Series A funding where they often co-invest with their strategic partners. Through years of experience and as part of their network, Plug and Play has put together a world-class network of serial entrepreneurs, strategic investors, and industry leaders who actively assist the firm with its successful and growing investment portfolio.  SEED ROUND. Plug and Play participates in seed round investing through a program called Startup Camp. Startup Camp is a 10-week program based in Silicon Valley for top-notch entrepreneurs to work intensively on building out their business model. Select startups will refine their business models and prototypes with help from a combination of structured workshops, speaker series and mentorship sessions, as well as active coaching from their investment team. At the culmination of Startup Camp, founders will have crystalized their business plans and pitched their company to the venture capital community at EXPO Demo Day.''  ANGEL ROUND Plug and Play makes angel round investments throughout the year, sourced from their monthly Plug and Play Angels (PAPA) sessions. They are partnered with local angel investors in Silicon Valley who participate in PAPA to find the most promising startups and best new technologies.  SERIES A. Series A typical Series A round is in the range of $2 million to $10 million, and is intended to provide operating capital for the company for six months to two years. This round capitalizes the company as it develops its products, performs initial marketing and branding, acquires talent, and conducts other early-stage business operations. It is in this stage that Plug and Play will co-invest with over 180 venture capital partners.  Plug and Play has helped grow market leaders such as PayPal, Danger, Google, DropBox, LendingClub, Zoosk, SoundHound, CreditSesame, Skytree, and has over 400 more early-stage startups in its portfolio.

Plug and Play

Studio VC is an early stage investment fund that provides capital and hands-on guidance to growing companies with breakout potential.

Studio VC

Presidio Ventures is the corporate venture capital arm of Sumitomo Corporation, one of the world’s leading integrated trading companies. Presidio helps the technologies of tomorrow secure their place in the global market, offering solid financial support, and expertise in business development. With offices in Silicon Valley and Boston, Presidio Ventures has invested in more than 160 companies over the past twenty years. Presidio's expansive network of Sumitomo affiliates and subsidiaries helps it in tailoring support for start-ups, ensuring that new companies can succeed from early-stage investment all the way to IPO. Presidio looks for opportunities to partner with entrepreneurs in key industries that shape the way people live.

Presidio Ventures

Rockmont Capital Partners is a private investment that specializes in investing in and acquiring companies & to work with their management.

Rockmont Capital Partners

Defy is a seed-stage venture fund focused on emerging high-potential opportunities. It is driven by a passion for working closely with entrepreneurs, especially through the transformative time after seed funding. The firm invests in people and in their conviction and talent for creating real change. Defy was founded in 2016 by Neil Sequeira and Trae Vassallo and is based in San Mateo, California, United States.

Defy.vc

Monitaur

Monitaur is a software company that provides auditability, transparency, and governance for companies using machine learning software. For companies using AI to make regulated decisions that affect people’s lives, Monitaur’s ML Assurance software, developed by industry experts, secures transparency. The company records, logs, organizes and monitors every decision made by ML models. Monitaur’s web-application and immediately find, examine, and gain an understanding of any decision across all model versions and configurations. The company was founded in 2019 and is based in Boston, Massachusetts, USA.

<div>Monitaur is a technology company specializing in AI governance software solutions. The company provides a platform designed for responsible AI by integrating governance, risk, compliance, and data teams. Its solutions focus on the entire lifecycle of AI, from policy formulation to proof, ensuring ethical AI practices.&nbsp;</div>

Empowering Tomorrow's Innovations with Generative AI Infrastructure

Generative AI Infrastructure

Monitaur, the Leading Model Governance Platform for Highly-Regulated Industries, Raises $6M Series A

PricewaterhouseCoopers

Combining PwC’s deep customer expertise and Monitaur’s highly adaptive ML Assurance Platform will serve as a positive accelerant throughout the AI marketplace, helping diverse companies more rapidly and with greater assurance build responsible AI outcomes that engender trust among consumers.

<div>
 
 Monitaur is a technology company specializing in AI governance software solutions. The company provides a platform designed for responsible AI by integrating governance, risk, compliance, and data teams. Its solutions focus on the entire lifecycle of AI, from policy formulation to proof, ensuring ethical AI practices.&nbsp;
 
 
 Its suite of interconnected tools includes GovernML, RecordML, MonitorML, and AuditML, which enable AI/ML teams to ensure transparency, fairness, safety, and compliance in its critical systems.
 
 
 Monitaur's unique approach involves guiding and governing AI applications to mitigate risks and enhance transparency and accountability. It caters to sectors such as HR and recruitment, healthcare and life sciences, insurance, and financial services, offering informed decision-making, risk management, and automated technical evidence tools​​​​.
 
 
 Key customers and partnerships
 
 
 Key customers of Monitaur include Progressive Insurance, CAPE Analytics, Human Security, and Unum.&nbsp;
 
 
 The company is also recognized by communities and policymakers, including Insurtech Vanguards, NAIC (National Association of Insurance Commissioners), and ISACA, showcasing its influence and credibility in the AI and insurance sectors​​.
 
 
 In September 2022, Monitaur established a strategic alliance with PwC Germany to enhance AI governance to align with the requirements of European AI regulatory standards.
 
 
 Funding and financials
 
 
 In 
 <a href="https://sp-edge.com/updates/29391">
 May 2024
 </a>
 , Monitaur raised USD 6 million in a Series A funding round led by Cultivation Capital, The raised funds were allocated to accelerate its growth and broaden its talent roster in various roles.
 
 
 In March 2023, the company raised USD 4.6 million, which it noted it would use to finance the expansion of its operations.
 
 
 
</div>

<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 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.

<div>
 
 AI governance software firm, Monitaur, has successfully raised USD 6 million in a Series A funding round. This round was led by Cultivation Capital and saw participation from Rockmont Partners, Defy VC, Techstars, and Studio VC.
 With these raised funds, the company plans to accelerate its growth and expand its team across various roles.
 Monitaur also reported a six-fold increase in its revenue, customer base, and product use for the year 2023.
 
</div>

Monitaur

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