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
Pros
Cons
Latest updates
- Introducing Science Foundries, a new way for scientists and agents to work together
Science Foundries let teams assign workflow steps to agents and choose where scientists approve.
- Benchling Automation closes the loop from instrument to insight
Benchling Automation supports 200+ instrument models and an Automation Designer where AI can draft workflows.
- Benchling Development embeds scientific intelligence across the workflow
- Benchling Chemistry: Building the data foundation for AI-native small molecule R&D
Benchling Chemistry provides structured capture and substructure search for small-molecule R&D.
- Benchling Platform: The infrastructure behind the next era of science (v3)
The Benchling Platform adds v3 APIs with full write coverage and bi-directional data lake sharing.
Capabilities
- Writes SQL — “SQL Writer is a Benchling AI feature that can help you write new or edit existing SQL queries.” source
- Charts and dashboards — “Create configurable visualizations including bar, line, and pie charts, scatter plots, and heatmaps” source
- Connects to your data — “Connect Benchling Insights with external tools, data warehouses, or pipelines using robust APIs.” source
- Spreadsheets — “Pull in data from Benchling entries, studies, dashboards, or CSVs” source
- API — “Benchling Insights with external tools, data warehouses, or pipelines using robust APIs.” source
Security
- SOC 2 Type II — “Benchling maintains SOC 2 Type 2 attestation, affirming our commitment to offering best-in-class security to protect our global customer base.” source
- SOC 2 — “Benchling maintains SOC 2 Type 2 attestation, affirming our commitment to offering best-in-class security to protect our global customer base.” source
- ISO 27001 — “Benchling maintains ISO/IEC 27001:2022 certification aligned to the additional controls and implementation guidance of ISO/IEC 27017:2015 and ISO/IEC 27018:2025, in addition to a SOC 2 Type 2 attestation.” source
Pricing
- Prices checked
- 2026-10-26