Every instrument. One source of truth.
Unified laboratory data management, automated experiment analysis, and compliance-ready systems for CROs, CDMOs, and research institutions.

Four places labs lose hours.
The instruments are world-class. The plumbing between them usually isn't.
Disconnected Multi-Vendor Lab Instrumentation
Chromatography, flow cytometry, mass spectrometry, and imaging systems generate proprietary file formats that resist automated consolidation and analysis.
We build vendor-neutral automated data harvesting agents that ingest raw instrument output files, extract structured metadata, and convert to standardized open formats (Allotrope/FAIR).
Scientific Metadata & Experiment Reproducibility
Incomplete experiment contextual metadata and ad-hoc sample tracking prevent scientists from reliably reproducing historical protocols or training machine learning models.
We design automated sample tracking and ontology-driven metadata tagging layers that capture every reagent lot, ambient parameter, and operator step seamlessly.
Slow Cross-Team Data Requests & Queries
Translational researchers and computational scientists frequently wait days for IT teams to fulfill ad-hoc data extraction requests from legacy LIMS databases.
We implement self-service semantic data query portals with role-based access control, allowing authorized scientists to run complex cross-study queries in seconds.
Contract Client Reporting & Isolation for CROs
Contract Research Organizations struggle to deliver secure, branded, real-time study progress dashboards to multi-tenant sponsor clients while maintaining strict data isolation.
We build secure, multi-tenant sponsor client portals with automated study reporting, live assay progress telemetry, and segregated audit trails.
Built for research organizations.
Every engagement is designed around your instruments, your sponsors, and your reproducibility standards.
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If instrument data isn't flowing into the systems that need it, audit preparation is consuming weeks instead of hours, or your informatics stack is limiting client throughput, we should talk.
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