R&D Is Still Experience-driven
and Experiment-based
01.
Long Duration
1-2 experiments per day 10 years from lab to production
02.
High Cost
1 lab-scale success with a new product can cost $2-20 million
03.
Low Success Rate
55% experimental data is unstructured
50% experiments are unrepeatable
70% of researchers struggle to repeat results
ReactiveAI Platform
ReactiveAI: Faster, More Accurate,
and Cost-Effective Generation of New Reactions
Input:
Customer Demand
output:
Desired Molecular Structure

ReactGen

Reactify

ReactBO

ReactControl

Key Technology
ReactGen
Reactify
ReactBO
ReactControl
Generate novel materials and new chemical reactions: The identification of reaction transition states has been accelerated from over 10 hours to just
0.4
seconds.
A high-precision computational engine: High-throughput DFT calculations achieve experimental accuracy, reducing computational errors by
6
x.
An efficient material discovery and formulation optimization accelerator: Increased the speed of retrieving target materials within the candidate space by
1000
x.
A real-time decision-making agent for wet experiments and computations: Promptly terminate ineffective reactions, cutting costs by over
50
%.
ReactiveAI Platform
ReactiveAI: Faster, More Accurate,
and Cost-Effective Generation of New Reactions
Input:
Customer Demand
output:
Desired Molecular Structure
Customized solutions
Less resources for more opportunities.
What could work?
Screen properties of candidate materials.

Molecular Properties

What can be made?
Synthesis, pathways, catalyst design,
molecular spectra

Chemical Reactions

Nonbonded Interactions

Molecular Spectra

Could it be better?
Optimize reaction paths, study structure modifications

Molecular Structure

Chemical Reactions

Molecular spectra

How does it perform in
production?
Environmental degradation, side reaction in production, etc

Nonbonded Interactions

Molecular Spectra

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