Applied chemistry consulting with measurable outcomes.
NewChem projects are led by Dr. Josiah Newton (That Chemist), Principal Chemistry Systems Consultant & Infrastructure Architect, and span AI chemistry quality review, dataset audit, and workflow design.
Anonymized project snapshots across AI, biotech, and chemistry R&D.
Featured client
Chemistry ground-truth, prompt engineering, and quality-audit support for frontier model workflows.
Featured sponsor
Sponsor of "Important Papers in Organic Synthesis."
Selected projects
AI chemistry quality review
Designed and audited PhD-level organic chemistry prompt/rubric workflows across SFT, RLHF, multimodal, and benchmark-focused initiatives.
Dataset and workflow audits
Audited chemistry datasets and annotation logic, then rebuilt decision workflows for reproducible execution by client teams.
Synthetic route and method support
Supported high-stakes synthetic planning and method-development decisions for confidential client programs.
Workflow architecture
Translated between chemistry and software teams to design practical, maintainable workflow systems with clear handoff artifacts.