Problems we help research teams solve

Grouped by who you are. Each page is one problem: what it looks like day to day, what Molecule Labs does about it, and what it does not do.

  • AI Agent Audit Trail

    Give every AI agent in your research its own identity, so the record shows which results came from an agent and which came from a person.

  • Data provenance

    Data provenance is the record of where data came from, who or what produced it, and what has happened to it since.

  • Research Audit Trail

    Keep a research audit trail that survives the people who made it: content hashes, versions, timestamps and a record of who had access when.

  • Secure Research Data Sharing

    Secure research data sharing where confidential files are encrypted before they leave the device, access is named and time-boxed, and you can take it back.