Fundamental, an innovative artificial intelligence company based in San Francisco, officially unveiled its highly anticipated Large Tabular Model (LTM) named NEXUS on February 5, 2026. Supported by a significant funding influx of $255 million, including a $225 million Series A round led by Oak HC/FT, Fundamental aims to revolutionize predictions drawn from enterprise data. The company plans to leverage this capital to scale operations, enhance team dynamics, and drive enterprise adoption of its cutting-edge model.
NEXUS is designed specifically for handling structured, tabular data—crucial for enterprise decision-making yet often overlooked in the AI landscape dominated by unstructured data models. “We’ve built a generalized foundation model specifically to leverage the world’s most valuable data: the billions of tables that underpin predictions in every enterprise, across every vertical,” stated Fundamental CEO Jeremy Fraenkel. Describing NEXUS as the "OS for business decisions," he emphasizes its potential to transform predictive analytics.
Small business owners often grapple with vast amounts of data, and NEXUS offers a streamlined approach to harnessing this information for predictive insights. By utilizing advanced deep learning techniques that better understand non-linear relationships within tabular datasets, this model promises a more accurate analysis than older, outdated machine learning algorithms. “The significance of Fundamental’s model is hard to overstate – structured, relational data has yet to see the benefits of the deep learning revolution,” noted Annie Lamont, Co-Founder & Managing Partner at Oak HC/FT.
One of NEXUS’s standout features is its ease of integration. Businesses can tap into its capabilities with minimal effort, often requiring just a single line of code to incorporate into existing data stacks. Once connected, NEXUS automatically learns from raw tabular data, eliminating the intricate and often resource-intensive processes of extensive feature engineering and manual training.
Through a strategic partnership with Amazon Web Services (AWS), NEXUS is now accessible to AWS customers through their existing dashboards, creating an efficient pathway for small businesses already utilizing cloud services. “Fundamental’s structured data prediction model builds on AWS’s advanced AI offerings, helping enterprise customers fill a crucial gap in comprehensive tabular data analysis at scale,” said AWS VP Dave Brown. This collaboration aims to empower small to mid-sized enterprises (SMEs) to analyze vast datasets, fostering smarter decision-making.
Real-world implications of adopting NEXUS are manifold. Companies can enhance their predictive capabilities in areas like demand forecasting, pricing strategies, and customer churn analysis, allowing them to better anticipate market shifts and customer behaviors. This, in turn, equips small business owners with tools to make more informed decisions that can lead to enhanced profitability and efficiency.
However, as with any new technology, there may be challenges for small business owners considering the implementation of NEXUS. Some may find the initial setup and adaptation to a new system daunting, especially if their current models are deeply entrenched. Additionally, transitioning from antiquated machine learning techniques to a more sophisticated deep learning model requires ensuring that staff are adequately trained and equipped to optimize the benefits of NEXUS.
Despite these potential hurdles, the advantages of adopting a state-of-the-art tool like NEXUS far outweigh the challenges for businesses eager to stay competitive. By transforming structured data into actionable predictive insights, small businesses can not only streamline operations but also unlock potentially untapped revenue streams.
As NEXUS gains traction in enterprise environments, it underscores a broader trend towards sophisticated, AI-driven decision-making tools that empower organizations of all sizes to leverage their data. For small business owners, integrating such technology could very well be the key to staying ahead in an increasingly data-driven market.
For more detailed information about Fundamental and NEXUS, you can view the original press release here.
Image Via BizSugar
