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CLICK TO DISCOVER CHRONOTOPE

A StRAIGHT Path To the materials That Will Shape the world

The Future of Materials Is Not Trial and Error.

Chronotope Gives Its Partners AI Models That Know Which Processes Deserve Investment.

Search The Infinite Variables
Target The Ideal Properties
Engineer For Production Faster Than Ever
About

Chronotope builds AI models that help industrial teams design, optimize, and scale better materials faster.

AI Models

Chronotope builds tailored frontier AI models for your exact material, process, data, constraints, and market. No model will outperform one built specifically for your company.

Industry Agnostic

Chronotope works across most industrial materials by building models that embed the physics of your specific system, allowing them to generalize from minimal data to real-world performance.

Deployed Talent

Elite scientists and ML engineers are deployed  to work directly with your team. Partnering with Chronotope means having Stanford faculty, Nobel laureates, and world-class domain experts available from day one, including on site when needed.

Decision guiding

Leverage computational predictions to identify the highest value opportunities and kill dead ends before they waste time and resources. Understand the relationships between complex systems and the desired properties, shorten R&D cycle time and accelerate the path to production.

AI Models

Chronotope builds tailored frontier AI models for your exact material, process, data, constraints, and market. No model will outperform one built specifically for your company.

Industry Agnostic

Chronotope works across most industrial materials by building models that embed the physics of your specific system, allowing them to generalize from minimal data to real-world performance.

Deployed Talent

Elite scientists and ML engineers are deployed  to work directly with your team. Partnering with Chronotope means having Stanford faculty, Nobel laureates, and world-class domain experts available from day one, including on site when needed.

Decision guiding

Leverage computational predictions to identify the highest value opportunities and kill dead ends before they waste time and resources. Understand the relationships between complex systems and the desired properties, shorten R&D cycle time and accelerate the path to production.
Industries we work in

Industrial companies  across materials, chemistry, process, and manufacturing.

We work where the most important decisions sit across materials development, chemistry, formulation, process optimization, scale-up, manufacturing, and quality control.

Construction Materials

Low-carbon cement, concrete mixes, asphalt mixtures, pavement durability, aggregate substitution, SCM optimization, admixture selection, supply-chain optimization, regional bi-products and more.

Renewable Energy & Storage

Perovskite Solar, Silicon Tandems, Thin-Film Solar, Battery Cathodes, Battery Anodes, Electrolyte Design, Solid-State Batteries, Battery Degradation, Hydrogen Electrolysis

Metals & Recycling

Battery Recycling, Black Mass Processing, E-Waste Recovery, Scrap Upgrading, Critical Metals Recovery, Metal Purification, Feedstock Blending, Alloy Optimization, Circular Materials

Medical Devices

Implant Materials, Device Coatings, Biocompatible Polymers, Drug, Delivery Systems, Diagnostic Materials, Wound Care Materials, Sterilization Compatibility, At-Home Diagnostics, Point-of-Care Testing

Bioderived Materials & Agriculture

Fermentation Products, Biobased Chemicals, Biopolymer Production, Enzyme Systems, Food Ingredients, Alternative Proteins, Crop Inputs, Soil Amendments, Biocarbon Production

Advanced Manufacturing & Environment

Semiconductor Materials, Thin-Film Manufacturing, High-Performance Materials, Ceramic Processing, Glass Substrates, Quality Prediction, Yield Optimization, Water Treatment, Environmental Remediation

Specialty Chemicals

Coating Formulation, Adhesive Performance, Sealant Performance, Polymer Systems, Surfactant Systems, Cosmetic Formulation, Aroma Chemicals, Ingredient Substitution, Stability Optimization

Mining & Minerals

Lithium Extraction, Rare Earth Recovery, Critical Minerals, Low-Grade Ores, Tailings Valorization, Brine Processing, Mineral Beneficiation, Flotation Optimization, Leaching Optimization

Oil, Gas & Petrochemicals

Refinery Optimization, Petrochemical Yield, Catalyst Selection, Reaction Selectivity, Process Separations, Hydroprocessing, Cracking Optimization, Gas Treatment, Geothermal Fluids
Construction Materials
Renewable Energy & Storage
Metals & Recycling
Medical Devices
Bioderived Materials & Agriculture
Advanced Manufacturing & Environment
Specialty Chemicals
Mining & Minerals
Oil, Gas & Petrochemicals
Trust & Data Sovereignty

Built for confidential research and production environments where proprietary data, customer-specific models, and IP remain fully isolated and yours.

We do not share customer data, reuse proprietary learnings across accounts, or claim ownership over IP generated from your work. Your datasets, model outputs, and discoveries remain yours.

Secure Deployment Environments

All data, parameters, results, and internal records remain isolated to your own custom environment

We support private cloud, dedicated infrastructure, or local deployment for highly sensitive programs.

Customer-Owned Outputs

All model outputs, generated recommendations, and discovered technical insights belong to you. The IP is yours.

We do not commercialize them, use them for independent product development, or apply them to other customer programs.

Dedicated Model Components

When we build models for you, the data-specific layers, features, embeddings, calibrations, and learned relationships remain isolated and are never reused.

Compliance-Ready Controls

We are designed to support enterprise data governance, vendor review, and internal compliance requirements.

All data is protected through encrypted transfer, encrypted storage, permissioned access, controlled model execution, and isolated deployment.
Secure Deployment Environments
Customer-Owned Outputs
Dedicated Model Components
Compliance-Ready Controls
Team

The people behind the models

Team Img
Name
Designation
Bio
Santiago Ampudia
Founder
Research in next-gen colliders and foundation models for particle physics; physics and ML at Stanford, LBNL
Dr. Zhihao Feng
Applied Science Engineer
International award-winning doctoral work in AI, physics, and polymers; PhD at Georgia Tech, Cornell
Dr. Timothy Barklow
Applied Science Engineer
Coauthor of 1,000+ publications in accelerator and particle physics; senior scientist for 40+ years at Stanford, CERN.
Dr. Ben Blaiszik
Applied Science Engineer
National leader in open AI and data infrastructure for materials; group leader at UChicago, ANL
Dr. Bob Laughlin
Advisor
Nobel Laureate in Physics and former Dept. of Energy program director; professor at Stanford
Name
Designation
Santiago Ampudia
Founder
Dr. Zhihao Feng
Applied Science Engineer
Dr. Timothy Barklow
Applied Science Engineer
Dr. Ben Blaiszik
Applied Science Engineer
Dr. Bob Laughlin
Advisor