tools
Benchling Insights
Benchling Insights analyzes, visualizes, and automates structured biotech R&D data without requiring code.

Benchling Insights is an analytics layer within Benchling for querying, transforming, visualizing, and sharing scientific, operational, and administrative data.
Scientists and data teams can build datasets from Benchling records, studies, dashboards, and CSV files; create charts and statistical analyses; and reuse analysis templates. It is available to tenants on Enterprise or Industry plans, with pricing provided by quote rather than listed publicly.
Features
- Build no-code datasets from Benchling entries, studies, dashboards, and CSV files
- Filter, pivot, group, and transform data in configurable table views
- Create bar, line, pie, scatter, and heatmap visualizations
- Run regression and interpolation using 4PL, linear, and quadratic models
- Embed visualizations directly in notebook entries
- Save and reuse analysis templates for repeatable workflows
- Connect data to external tools, warehouses, and pipelines through APIs
Use cases
- Analyze assay results across experiments and studies
- Create dashboards for scientific, operational, and administrative metrics
- Compare process parameters across bioprocess experiments
- Standardize recurring analyses with reusable templates
- Share charts and reports with research and cross-functional teams