Fundamental Technologies, a US AI startup specialising in structured data analysis, has secured strategic investment from MUFG Innovation Partners, the venture arm of Mitsubishi UFJ Financial Group. The company develops Large Tabular Models designed to process corporate datasets like sales figures and transaction histories, rather than treating tables as text. Fundamental's flagship system, NEXUS, generates forecasts for demand planning and risk analysis. The startup raised $225 million in a Series A round in February, reaching unicorn status with backing from Battery Ventures and Salesforce Ventures. MUFG's investment aligns with the bank's broader AI strategy, including collaborations with OpenAI and Sakana AI. Fundamental has designated Japan a priority market and is hiring locally to target manufacturing, retail, and telecommunications sectors.

Fundamental's NEXUS Large Tabular Model now available on Amazon SageMaker jumpstart. Wednesday, Jun 3, 2026 1:56 pm ET 1min read Fundamental's NEXUS model, a Large Tabular Model, is now available on Amazon SageMaker AI. NEXUS is pre-trained on billions of real-world prediction tasks across structured datasets and offers deterministic architecture, native tabular understanding, and non-sequential reasoning. It provides advantages over traditional ML and LLMs, such as permutation invariance, billion-row capability, cross-schema reasoning, and autonomous data cleaning. With NEXUS on SageMaker AI, enterprises can generate accurate and reproducible predictions from structured data in days, not months. Fundamental, a San Francisco-based AI company, has launched its Large Tabular Model (LTM), NEXUS, on Amazon SageMaker AI, marking a significant advancement in enterprise predictive analytics. NEXUS is designed to analyze structured data, such as enterprise databases and spreadsheets, which are central to business decision-making. The model is pre-trained on billions of real-world prediction tasks, enabling it to deliver native tabular understanding, and non-sequential reasoning. Unlike traditional machine learning models or large language models (LLMs), NEXUS offers unique advantages, including permutation invariance and cross-schema reasoning, and autonomous data cleaning. These features allow enterprises to derive accurate and reproducible predictions from structured data significantly faster than with conventional methods. The model is particularly suited for use cases such as demand forecasting, price prediction, and customer churn analysis. Fundamental has raised $255 million in funding, including a $225 million Series A round led by Oak HC/FT, with participation from Valor Equity Partners, Battery Ventures, Salesforce Ventures, and Hetz Ventures. The company has also secured seven-figure contracts with Fortune 100 enterprises, demonstrating strong early adoption of its technology. Ask Aime: Are you ready to unlock the secrets of NEXUS, the pioneering Large Tabular Model? The partnership with AWS enables enterprises to deploy NEXUS directly within their AWS environments, leveraging secure and scalable infrastructure. This integration allows businesses to integrate NEXUS into their existing data stacks with minimal effort, often with a single line of code. Fundamental's CEO, Jeremy Fraenkel, emphasized that NEXUS is designed to replace legacy predictive analytics tools with a foundation model tailored for tabular data. The model is built by DeepMind alumni and trained on Amazon SageMaker HyperPod, enabling it to understand complex non-linear relationships in enterprise datasets. With the launch of NEXUS on SageMaker AI, Fundamental is addressing a critical gap in enterprise AI, where traditional models struggled to process structured data at scale. The company's approach leverages recent advances in deep learning to bring the benefits of the AI revolution to tabular datasets, which underpin most enterprise decisions. Aime insights. Which penny stocks are likely to generate short-term gains? Which stocks are commonly held by Cathie Wood and Pelosi? What's the current performance of key Chinese companies listed on US stock exchanges? Could you recommend defensive stocks that perform well in inflationary environments?