Features

Innovation at every layer of the stack

Sync

Our desktop app and integrations connect to your data whether it's in an instrument, spreadsheet, or separate database. No more manual exports or copy-paste workflows.

Instrument integration

Direct connections to lab instruments from major manufacturers. We parse raw output files and extract structured data automatically, handling dozens of file formats out of the box.

Database connectors

Connect to existing databases, LIMS systems, and ELNs. Bidirectional sync keeps everything in harmony without disrupting your current workflows.

Spreadsheet import

Intelligent spreadsheet parsing that understands your data structure. Map columns to your schema once, and future imports happen automatically.

Real-time monitoring

Watch folders for new files and automatically ingest data as it's generated. Your database stays current without any manual intervention.

Run

Use our Jobs infrastructure and API to run your workflows and queries based on events, like new data from an instrument. Build complex pipelines with simple triggers.

Event-driven triggers

Automatically kick off workflows when new data arrives, experiments complete, or conditions are met. No more polling or manual job submission.

Python SDK

Write jobs in Python with our lightweight SDK. Access your data, run computations, and write results back—all with a few lines of code.

Scheduled jobs

Run recurring analyses on a schedule. Generate daily reports, weekly summaries, or monthly rollups without lifting a finger.

Job monitoring

Track job status, view logs, and debug failures from a unified dashboard. Get alerts when jobs fail or take longer than expected.

Structure

Our platform automatically organizes your data into a database built custom for your lab, allowing effortless cross-experiment analysis and powerful queries.

Custom schema design

We work with you to design a database schema that matches how you think about your experiments. Samples, measurements, protocols—all properly related.

Automatic normalization

Incoming data is automatically normalized and validated against your schema. Catch errors at ingestion time, not months later during analysis.

Cross-experiment queries

Query across all your experiments with SQL or our visual query builder. Find patterns that would be impossible to spot in scattered spreadsheets.

Version history

Every change is tracked. Roll back to previous states, audit modifications, and maintain complete provenance for publications and compliance.

Dive deeper

Use our agent or bring your own to quickly answer questions about your data. Build your own visualizations and reports with ease.

Natural language queries

Ask questions in plain English and get answers backed by your actual data. 'Show me all experiments where yield exceeded 90%' just works.

Bring your own LLM

Use our hosted models or connect your own. Full control over which models process your data, with support for on-premise deployments.

Interactive visualizations

Generate publication-quality plots and interactive dashboards. Explore your data visually and export figures ready for papers and presentations.

Custom reports

Build templated reports that update automatically as new data comes in. Share live dashboards with collaborators or export to PDF.

Ready to transform your lab?

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