Data Infrastructure
The Scientific Memory of Your Organization
Transform fragmented records into executable scientific memory. Alchemic ingests, normalizes, and connects internal and external knowledge so every decision is backed by evidence.
Core Capabilities
A knowledge layer built for the realities of chemical and industrial R&D, where data is messy, distributed, and mission-critical.
Unified Matter Knowledge Graph
A structured evidence backbone that connects molecules, materials, reactions, processes, formulations, and outcomes in a single searchable graph.
Scientific RAG with Citations
Every answer grounded in traceable evidence. Retrieve from literature, patents, internal reports, and experimental data with inline citations.
Entity Normalization
Automatic normalization across molecules, reactions, materials, assays, products, vendors, plants, and programs. One entity, one identity.
Internal + External Data Fusion
Unify public literature, patent databases, and proprietary internal data in a single scientific context layer with proper access controls.
Experimental Data Quality Scoring
Automatically assess data completeness, consistency, and reliability. Surface high-quality evidence and flag gaps before they reach models.
Negative Results as Learning Signals
Capture what did not work with the same rigor as what did. Negative results prevent repeated failures and accelerate convergence.
Full Data Lineage and Provenance
Trace every recommendation, prediction, and insight back to its raw source data. Complete audit trail from input to decision.
Workspace Permissions and IP Isolation
Data permissions by workspace, project, organization, and role. Your IP stays yours. Internal data is never shared across tenants. Federated sharing with authorized partners when collaboration requires it.
What You Can Ingest
Structured and unstructured. Internal and external. Lab data and plant data. Alchemic handles the full breadth of chemical and industrial knowledge.
“Every important answer has provenance, citations, confidence, context, and recency.”
This is the standard we hold every piece of knowledge to. If it cannot be traced, scored, and contextualized, it does not belong in your decision workflow.
Knowledge That Survives Contact with the Plant
For chemistry, knowledge is only useful if it extends beyond the lab. Alchemic connects discovery knowledge to manufacturing reality.
Interoperable by Design
Real scientific progress requires data, models, and artifacts that flow across institutions. Alchemic is built for collaborative research environments where discoverable, reusable knowledge compounds across teams and partners.
Build your scientific memory
See how Alchemic turns fragmented knowledge into evidence-backed decisions for your R&D team.