Not demos. Running in actual practice today.
Before deployment. Junior attorneys spent the bulk of the week on first-draft case memos. Senior review often arrived too late to redirect the issue framing.
What changed. Case intake flows through an automatic de-identification gate, then into the domain pipeline. First-draft memos and review reports are produced overnight; juniors begin the day with a structured draft to challenge and refine.
Before deployment. With four attorneys, every person carried the full stack — client intake, research, drafting, and case management. First-draft work consumed time that should have gone to client-facing practice.
What changed. JurisCorpus handles intake de-identification and overnight memo drafts. The team begins each morning with a structured first draft; senior review focuses on strategy rather than construction.
Before deployment. Literature search and synthesis consumed the early weeks of every new project. Junior researchers re-traced ground that had already been mapped.
What changed. Empirica handles federated search across PubMed and Web of Science, drafts synthesis matrices, and scaffolds the first version of grant and protocol documents — grounded in the lab's prior work.
Before deployment. Evaluation report drafting, interview coding, and routine administrative tasks each demanded extended blocks of solo work — leaving little bandwidth for the research itself.
What changed. Humanis codes interview transcripts against the researcher's own framework, scaffolds evaluation reports from field notes, and automates recurring administrative documentation. The researcher focuses on interpretation and judgment, not construction.
Before deployment. Research assistance for treaty analysis and policy evaluations required extensive manual synthesis. Reporting cycles — for commissions and external evaluations — created sustained drafting pressure.
What changed. Humanis handles literature synthesis across legal and policy corpora, scaffolds evaluation and commission reports, and automates routine research-support documentation. The researcher retains full analytical control.