Consulting

Ground-truth chemistry for AI, biotech, and energy teams.

NewChem partners with teams that need reliable chemistry data, robust workflows, and domain expertise that bridges software and lab reality.

Focused engagements

Short, high-impact projects or longer partnerships based on your needs.

Services

Model training support

Audit chemistry datasets, fix data leakage, and improve representation quality.

Workflow design

Build reproducible pipelines for structure, property, and reaction data.

AI-enabled workflow enhancement

Custom tooling to integrate cheminformatics into product stacks.

Deep-tech translation

Bridge chemistry and software teams for reliable delivery.

How we work

Every engagement starts with a focused scoping session. We define the highest-leverage chemistry problems, establish data integrity requirements, and build a plan that your team can maintain.

Engagement flow

  • Initial discovery call
  • Data and pipeline audit
  • Implementation or advisory sprint
  • Documentation and handoff
Ideal partners

AI labs

Teams building molecular models who need rigorous chemical ground truth.

Biotech

Organizations working in discovery, screening, or synthesis automation.

Energy & electrochemistry

Teams designing battery or redox-flow systems with complex chemistry data.