Your AI4Science Platform Built by Battery Professionals, for Battery Professionals
Enter Molecular Universe
This is the reality of today’s R&D
Repeat the old ways—or accelerate discovery with Molecular Universe, your ultimate intelligent toolkit, built by battery professionals, for battery professionals.
Now, take the lead and explore.
$200B+
Annual R&D Investment
8–10 year
Timelines
80%
Failure Rate
The End-to-End Workflow Built To Accelerate R&D
Agentic LLM
Senior scientist level agentic LLM trained on public and private battery domain knowledge.
01
Ask
Battery Database
Largest database of battery-relevant properties for battery-relevant molecules.
02
Search
Foundry Integration
Dry & wet automated lab integration including high throughput molecule synthesis, formulation screening and cell performance validation.
03
Formulate
Simulation Engine
Proprietary high speed and high precision property simulation models including DFT and MD.
04
Cell Performance and Quality Prediction
Machine learning models pre-trained on SES Al internal data and to be further trained using customer data.
05
Predict
Design
Manufacture
Our Offerings:
Subscriptions,
Service,
and
Supply
Molecular Universe
01
(All Above Included)
Service
02
Supply
03
Solution Offerings
Options selection
Solution Offerings
Subscriptions
Option I: Cloud
Access proprietary master database anytime, anywhere
Option II: On-Premise
Fully secured deployment with customers data protections assurance
Solution Offerings
Service
Software: Base subscription + Exclusive feature offerings
(ex: High-throughput materials selection - rapid identification of optimal candidates with MU's models)
Software + *Hardware: Compute & GPU infrastructure setup
Solution Offerings
Materials
Fast-track testing & Evaluation of advanced materials
Pilot production & Mass production with sourcing insights
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