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

In inglese
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 Benchling Agents, your infinite program team
Benchling Agents can register molecules, run analyses, and flag risks automatically as work happens.
- Benchling now brings chemistry and biology together
Benchling introduces Chemistry Reactions for single-step synthesis planning and predictive ADMET models connected to the same scientific record.
- Lilly TuneLab pharma-powered AI models now in Benchling
Benchling users can run predictive AI models trained on decades of Eli Lilly's research data.
- Vibe coding enters the lab
Scientists can build and share interactive R&D applications by describing what they need in plain language.
- Scientific models: free, fast, and for everyone
Benchling.ai lets any scientist run the latest structure prediction models in under a minute, for free.
Capabilities
- Ask in plain language — “The SQL Writer lets you generate and modify queries using natural language prompts.” source
- 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 — “Connect 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
- 2026-09-26