Industries · Materials Science R&D

A Chemistry-Native AI Workbench for Materials Science R&D

REACTOR is used by materials scientists across advanced materials, composites, ceramics, metals and alloys, nanomaterials, and surface chemistry. It reasons across peer-reviewed literature, your own characterization data, and connected chemistry data sources, with source references for extracted claims and supporting citations for synthesized inferences.

Free tier available. No credit card required.

For Materials Scientists

Materials science R&D sits at the intersection of chemistry, structure, and performance.

A typical project covers material selection or design, synthesis or processing, characterization, performance testing, and the broader application context. Each step pulls on peer-reviewed literature, supplier specifications, characterization data, and the team's own performance results.

The slow part is reasoning across that surface coherently. Holding structure-property relationships, processing constraints, and application requirements in context as the material system evolves toward target performance.

REACTOR is a chemistry co-pilot designed for this work. It reasons across materials chemistry alongside the materials you bring in, links extracted claims to source documents, and keeps captured insights organized in your Research Space.

Notable Divisions

Where REACTOR Fits Across Materials Science

Materials science R&D spans a broad chemistry surface. Each sub-area has its own reasoning challenges, and each benefits from a chemistry-native intelligence layer.

Advanced & Functional Materials

Materials engineered for specific functional behavior — magnetic, optical, electronic, smart — span a wide chemistry surface. REACTOR reasons across structure-property relationships, processing chemistry, and characterization data with grounded references.

Composites & Hybrid Materials

Fiber-reinforced composites, hybrid organic-inorganic systems, and multi-functional composites carry chemistry at the interface and within each phase. REACTOR supports reasoning across interface chemistry, matrix systems, and characterization.

Ceramics & Glass Chemistry

Structural and functional ceramics, glasses, and glass-ceramics depend on precise control of composition, processing, and microstructure. REACTOR reasons across ceramic chemistry, sintering behavior, and property data.

Metals, Alloys & Metallurgy

Alloy design, processing routes, and microstructure-property relationships sit at the chemistry-metallurgy interface. REACTOR pulls relevant literature on alloy chemistry, phase behavior, and characterization.

Nanomaterials & Surface Modification

Nanoparticles, 2D materials, surface functionalization, and nanoscale assembly each demand distinct chemistry. REACTOR reasons across nanomaterials synthesis, surface chemistry, and characterization.

Sustainability & Materials Circularity

Bio-based materials, end-of-life recovery, and life-cycle considerations are increasingly central to materials design. REACTOR pulls peer-reviewed studies on sustainable materials and circular chemistry, captured for cross-project reuse.
Chemical Intelligence Layer at Work

What This Looks Like in Materials Science

Concrete examples of how REACTOR's chemistry-native reasoning supports the full R&D loop: discover, analyze, capture, reuse.

Discover · Analyze

Designing a New Composite Matrix

A composites scientist designing a thermoplastic composite matrix interrogates the literature on resin systems and fiber-matrix interface chemistry alongside the team's own characterization data. REACTOR reasons across interface behavior, with source references on extracted claims.

Analyze · Capture

Optimizing a Ceramic Sintering Process

A senior ceramics chemist optimizing a sintering process for a functional ceramic uploads thermal-analysis data and recent literature. REACTOR reasons across densification chemistry and additive effects, with the analysis captured as a reusable Resource.

Analyze · Reuse

Investigating Nanomaterial Surface Functionalization

An R&D lead investigating surface functionalization on a nanoparticle uploads NMR/IR data and adjacent literature. REACTOR surfaces relevant surface chemistry and prior-art, attached to the Research Space.

Discover · Capture

Forking Reasoning on Two Alloy Compositions

A metallurgist forks a reasoning thread to evaluate two candidate alloy compositions for a thermal performance target. Both lines of inquiry stay live in the Research Space, with AI Notes and User Notes captured separately.

Beyond Chemistry Literature

Web Research Inside REACTOR

REACTOR includes live web research alongside its core chemistry reasoning. Materials scientists use it to evaluate raw-material suppliers, compare equipment and characterization vendors, track standards and patent landscape, and access current industry intelligence from across the open web. Web results are presented with source provenance; users should verify critical safety or regulatory information against primary literature, regulatory databases, or supplier data.

Who This Is For

Built for the People Doing the Work

Startup / Spinout

VP R&D · Chief Materials Scientist · Technical Co-Founder

Materials startups developing new functional materials, composites, or sustainable alternatives. REACTOR adds chemistry depth without adding headcount.

Mid-Sized SME

Senior Materials Scientist · Composites Engineer · Application Specialist

Practicing scientists balancing customer projects, characterization, and processing work. REACTOR provides professional leverage by accelerating analysis.

Industrial R&D Org

VP R&D · Head of Materials Innovation · Director of Materials Science

R&D leaders managing portfolios across material classes and product lines. REACTOR functions as research infrastructure that holds chemistry context across teams.

500+

Researchers using REACTOR across chemistry and materials science

Source-traceable

Extracted claims reference papers, figures, and data; synthesized inferences flag supporting citations

Multi-source

Connected to peer-reviewed literature and chemistry data sources like PubChem

By scientists

Founded by a physical chemist, an AI/ML PhD, and a CS/Math PhD

Test REACTOR on Your Own Materials Work

Open a Research Space, bring in a paper, patent, or one of your own characterization data, and see how REACTOR reasons across the chemistry in your own work.

REACTOR supports R&D reasoning and information work. It is not a substitute for institutional safety review. Always consult qualified safety officers and validated SOPs before lab work involving hazardous chemistry.