SES AI to Launch Its Material Discovery Software and Service Platform, Molecular Universe MU-0, Powered by Physics and AI, and Set to Transform Material Discovery in Battery Industry
SES AI (NYSE: SES) has announced the upcoming launch of Molecular Universe MU-0, a groundbreaking battery material discovery software and service platform. The platform, combining physics and AI, will be unveiled through a live demo on April 29, 2025.
MU-0 features what the company claims to be the world's largest database of small molecules and battery-related properties, visualized through a 2D map using UMAP technology. The platform offers four key features: Map, Filter, Search, and Ask, allowing users to explore molecular properties through an interactive interface.
The service will be available with tiered pricing based on access levels, targeting OEMs and scientific research institutes. Two OEMs have already signed on to use the platform, which aims to accelerate next-generation battery technology development across electric vehicles, energy storage, urban air mobility, robotics, and drones.
SES AI (NYSE: SES) ha annunciato il prossimo lancio di Molecular Universe MU-0, una piattaforma innovativa per la scoperta di materiali per batterie e servizi. La piattaforma, che combina fisica e intelligenza artificiale, sarà presentata attraverso una demo dal vivo il 29 aprile 2025.
MU-0 presenta quello che l'azienda definisce il più grande database al mondo di piccole molecole e proprietà legate alle batterie, visualizzato attraverso una mappa 2D utilizzando la tecnologia UMAP. La piattaforma offre quattro funzionalità principali: Mappa, Filtra, Cerca e Chiedi, consentendo agli utenti di esplorare le proprietà molecolari tramite un'interfaccia interattiva.
Il servizio sarà disponibile con prezzi a livelli in base agli accessi, rivolgendosi a OEM e istituti di ricerca scientifica. Due OEM hanno già firmato per utilizzare la piattaforma, che mira ad accelerare lo sviluppo della tecnologia delle batterie di nuova generazione per veicoli elettrici, stoccaggio energetico, mobilità aerea urbana, robotica e droni.
SES AI (NYSE: SES) ha anunciado el próximo lanzamiento de Molecular Universe MU-0, una plataforma innovadora para el descubrimiento de materiales de baterías y servicios. La plataforma, que combina física e inteligencia artificial, se presentará a través de una demostración en vivo el 29 de abril de 2025.
MU-0 cuenta con lo que la empresa afirma ser la base de datos más grande del mundo de pequeñas moléculas y propiedades relacionadas con baterías, visualizadas a través de un mapa 2D utilizando la tecnología UMAP. La plataforma ofrece cuatro características clave: Mapa, Filtrar, Buscar y Preguntar, permitiendo a los usuarios explorar propiedades moleculares a través de una interfaz interactiva.
El servicio estará disponible con precios escalonados según los niveles de acceso, dirigido a OEMs e institutos de investigación científica. Dos OEMs ya han firmado para usar la plataforma, que tiene como objetivo acelerar el desarrollo de la tecnología de baterías de próxima generación para vehículos eléctricos, almacenamiento de energía, movilidad aérea urbana, robótica y drones.
SES AI (NYSE: SES)는 Molecular Universe MU-0의 출시를 발표했습니다. 이는 배터리 재료 발견 소프트웨어 및 서비스 플랫폼입니다. 물리학과 인공지능을 결합한 이 플랫폼은 2025년 4월 29일에 라이브 데모를 통해 공개될 예정입니다.
MU-0은 회사가 주장하는 세계 최대의 소분자 및 배터리 관련 특성 데이터베이스를 갖추고 있으며, UMAP 기술을 사용하여 2D 맵으로 시각화됩니다. 이 플랫폼은 사용자가 인터랙티브한 인터페이스를 통해 분자 특성을 탐색할 수 있도록 하는 네 가지 주요 기능: 맵, 필터, 검색 및 질문을 제공합니다.
이 서비스는 접근 수준에 따라 계층화된 가격으로 제공되며, OEM 및 과학 연구 기관을 대상으로 합니다. 두 개의 OEM이 이미 플랫폼 사용에 서명했으며, 이 플랫폼은 전기차, 에너지 저장, 도시 항공 이동성, 로봇 및 드론을 위한 차세대 배터리 기술 개발을 가속화하는 것을 목표로 하고 있습니다.
SES AI (NYSE: SES) a annoncé le prochain lancement de Molecular Universe MU-0, une plateforme révolutionnaire pour la découverte de matériaux de batteries et de services. La plateforme, qui combine physique et intelligence artificielle, sera dévoilée lors d'une démonstration en direct le 29 avril 2025.
MU-0 présente ce que l'entreprise prétend être la plus grande base de données au monde de petites molécules et de propriétés liées aux batteries, visualisée à travers une carte 2D utilisant la technologie UMAP. La plateforme offre quatre fonctionnalités clés : Carte, Filtrer, Rechercher et Demander, permettant aux utilisateurs d'explorer les propriétés moléculaires via une interface interactive.
Le service sera disponible avec des prix échelonnés en fonction des niveaux d'accès, visant les OEM et les instituts de recherche scientifique. Deux OEM ont déjà signé pour utiliser la plateforme, qui vise à accélérer le développement de la technologie des batteries de nouvelle génération pour les véhicules électriques, le stockage d'énergie, la mobilité aérienne urbaine, la robotique et les drones.
SES AI (NYSE: SES) hat die bevorstehende Einführung von Molecular Universe MU-0 angekündigt, einer bahnbrechenden Software- und Dienstplattform zur Entdeckung von Batteriematerialien. Die Plattform, die Physik und KI kombiniert, wird am 29. April 2025 durch eine Live-Demo vorgestellt.
MU-0 verfügt über das, was das Unternehmen als die größte Datenbank der Welt für kleine Moleküle und batterierelevante Eigenschaften bezeichnet, die durch eine 2D-Karte mithilfe der UMAP-Technologie visualisiert wird. Die Plattform bietet vier Hauptfunktionen: Karte, Filtern, Suchen und Fragen, die es den Nutzern ermöglichen, molekulare Eigenschaften über eine interaktive Oberfläche zu erkunden.
Der Dienst wird mit gestaffelten Preisen je nach Zugriffslevel angeboten und richtet sich an OEMs und wissenschaftliche Forschungseinrichtungen. Zwei OEMs haben bereits unterzeichnet, um die Plattform zu nutzen, die darauf abzielt, die Entwicklung der nächsten Generation von Batterietechnologien für Elektrofahrzeuge, Energiespeicherung, städtische Luftmobilität, Robotik und Drohnen zu beschleunigen.
- Launch of innovative AI-powered material discovery platform with potential new revenue stream
- Already secured two OEM partnerships for the platform
- Tiered pricing model suggests multiple revenue opportunities
- Platform targets multiple high-growth markets (EVs, energy storage, robotics)
- Revenue impact and pricing details not disclosed
- Actual market adoption and commercial success yet to be proven
Insights
SES AI's new Molecular Universe MU-0 platform represents a significant technological advancement in the battery materials discovery space. The platform leverages physics-based modeling combined with AI to create what they claim is the world's largest database of battery-suitable molecules and properties.
The technical significance here cannot be overstated. Battery development typically involves lengthy, expensive trial-and-error experimentation cycles. A comprehensive database with interactive search capabilities could dramatically accelerate this process by allowing researchers to quickly identify promising molecular candidates with specific properties.
The platform's four core features (Map, Filter, Search, and Ask) create a comprehensive toolkit for materials discovery that could compress development timelines. The map visualization of the molecular universe through dimension reduction algorithms like UMAP represents a novel approach to navigating complex chemical spaces.
What's particularly promising is the mention of human scientist involvement for evaluating viable candidates. This hybrid approach combining AI-powered discovery with human expertise addresses a key limitation of pure computational approaches.
The early adoption by two OEMs suggests the platform is already demonstrating value to sophisticated industry players. This platform could potentially position SES AI as not just a battery developer but a critical enabler of innovation across the entire industry.
SES AI's launch of Molecular Universe MU-0 signals a strategic business expansion beyond their core battery manufacturing into the high-margin software and services sector. This represents a potential transformation of their business model and revenue structure.
The tiered pricing approach is particularly shrewd, allowing SES to capture value across different customer segments from academic researchers to major OEMs. This SaaS-like business model could generate recurring revenue streams with significantly higher margins than physical battery manufacturing.
Having secured two OEM partnerships before public launch demonstrates early market validation and could accelerate adoption. The timing is strategic as battery manufacturers and OEMs are under immense pressure to improve performance while reducing development timelines.
From a competitive standpoint, this positions SES AI uniquely at the intersection of battery expertise and AI-powered discovery tools. Few companies possess both the deep battery domain knowledge and AI capabilities required to build such a platform.
While revenue impact timelines aren't specified, the April 29th launch indicates this is an immediate commercial offering, not a theoretical future product. For a company with a

Molecular Universe MU-0 is SES AI’s latest battery material discovery software and service platform. This 2D map visualizes a 512 dimensional universe of small molecules through a dimension reduction algorithm called UMAP (Uniform Manifold Approximation and Projection). It’s the world’s largest database of small molecules and battery-related properties that we know of. Users can interact, filter, search and ask questions in natural language to accelerate their next generation battery development.
This breakthrough includes what SES AI believes to be the world’s first reveal of a map of the molecular universe suitable for battery applications, a platform that allows battery industry professionals and academic researchers to look up a vast database of possible small molecules with one consolidated search. With tiered pricing based on access levels, users can explore the map of the Molecular Universe, uncovering molecular properties through an interactive interface that aims to fast-track battery R&D and make the next major energy breakthrough accessible in just few clicks.
Founder and CEO Qichao Hu noted, “MU-0 will be the first-of-its-kind material discovery toolkit in the battery field, offering an end-to-end service from uncovering molecular properties through an interactive map to strategic support including evaluating the most viable candidates with the authoritative insights of human scientists. With four key features, including Map, Filter, Search, and Ask, MU-0 is built to meet the growing demand for advanced materials discovery, testing and validation from OEMs and scientific research institutes to accelerate their next generation battery technology development. As evidenced by the two signed OEMs already aligned with our vision, we believe that MU-0 will be the key enabler in propelling the electrification across electric vehicles, energy storage, urban air mobility, robotics, drones, and more."
The initial public release of the Molecular Universe software and service platform MU-0 will be available following the live demo. During the demo, the SES AI team will showcase MU-0, now offering various tiers of functionality and pricing, and allow the audience to explore our map of the Molecular Universe through live prompt submissions. Attendees will get a first look at how MU-0 makes molecular discovery faster, more intuitive and more powerful by combining the world’s largest database for battery-suitable molecules, their properties, and human-centered reason-based LLM search tool.
Register here: https://www.ses.ai/molecular-universe to experience MU-0 firsthand.
About SES AI:
SES AI Corp. (NYSE: SES) is powering the future of global electric transportation on land and in the air with the world’s most advanced Li-Metal batteries. SES AI is the first battery company in the world to accelerate its pace of innovation by utilizing superintelligent AI across the spectrum of its business, from research and development; materials sourcing; cell design; engineering and manufacturing; to battery health and safety monitoring. Founded in 2012, SES AI is an Li-Metal battery developer and manufacturer headquartered in
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Forward-Looking Statements
This press release contains statements that SES AI believes are “forward-looking statements” within the meaning of the Private Securities Litigation Reform Act of 1995. These forward-looking statements include, without limitation, statements relating to expectations for future financial performance, business strategies or expectations for our business. These statements are based on the beliefs and assumptions of the management of SES AI. Although SES AI believes that its plans, intentions and expectations reflected in or suggested by these forward-looking statements are reasonable, it cannot provide assurance that it will achieve or realize these plans, intentions or expectations. These statements constitute projections, forecasts and forward-looking statements, and are not guarantees of performance. Such statements can be identified by the fact that they do not relate strictly to historical or current facts. When used in this press release, words such as “anticipate”, “believe”, “can”, “continue”, “could”, “estimate”, “expect”, “forecast”, “intend”, “may”, “might”, “plan”, “possible”, “potential”, “predict”, “project”, “seek”, “should”, “strive”, “target”, “will”, “would” and similar expressions may identify forward-looking statements, but the absence of these words does not mean that a statement is not forward-looking.
You should not place undue reliance on these forward-looking statements. Should one or more of a number of known and unknown risks and uncertainties materialize, or should any of SES AI’s assumptions prove incorrect, our actual results or performance may be materially different from those expressed or implied by these forward-looking statements. Some factors that could cause actual results to differ include, but are not limited to the following risks: risks related to the marketing and commercialization of SES AI’s battery material discovery software and service platform, risks related to the development and commercialization of SES AI’s battery technology and the timing and achievement of expected business milestones; risks relating to the uncertainty of achieving and maintaining profitability; risks relating to the uncertainty of meeting future capital requirements; the ability of SES to integrate its products into electric vehicles (“EVs”) and Urban Air Mobility (“UAM"), drones, battery energy storage systems, robotics and other applications; the risk that delays in the pre-manufacturing development of SES AI’s battery cells could adversely affect SES AI’s business and prospects; the market for air mobility, and for use of Li-Metal technology in air mobility applications, is still emerging and may not achieve the growth potential we expect; the risk that the market for SES AI’s AI-based services is still emerging, and its AI programs may not achieve the growth potential SES AI expects; risks relating to the development of the UAM market and demand for batteries from the UAM industry; potential supply chain difficulties; the ability of SES AI to engage target original equipment manufacturers (“OEMs”) customers successfully and integrate SES AI’s products into EVs manufactured by OEM customers; the ability to obtain raw materials, components or equipment through new or existing supply relationships; our use of artificial intelligence and machine learning may result in legal and regulatory risk; risks resulting from SES AI’s joint development agreements and other strategic alliances and investments; product liability and other potential litigation, regulation and legal compliance; SES AI’s ability to attract, train and retain highly skilled employees and key personnel; developments in alternative technology or other fossil fuel alternatives; risks related to SES AI’s intellectual property; business, regulatory, political, operational, financial and economic risks related to SES AI’s business operations outside
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Source: SES AI Corporation