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Benchling

Products: Benchling Bioresearch, Benchling Biologics, Benchling Bioprocess, Benchling In Vivo, Benchling Insights, Benchling AI, Benchling Automation, PipeBio

Benchling is an R&D software platform for experiment and sample management, bioinformatics, and AI agents and models for molecule design.

At a glance

Delivery model

Software / Technology Platform

Main areasCapabilities

3 reviewed capabilities
Reviewed Oct 2026
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Benchling is an R&D platform that more than 1,300 biotechs run their science on, and it now builds Science Foundries: teams of AI agents that run complete R&D workflows, guided by scientists. Its software manages experiments, biomolecules, workflows, results, samples, and reagents while supporting sequencing analysis and domain-specific model execution.

Research Data and Experiment Management

  • Manage experiments, complex biomolecules, workflows, results, samples, and reagents in shared R&D records. Benchling Bioresearch provides a shared workspace for designing and managing experiments, while Benchling Biologics provides a structured foundation for designing, registering, and characterizing proteins.
  • Manage in vivo studies within the broader experiment-management workflow with Benchling In Vivo, a tool for managing in vivo experiments in the vivarium. Benchling Bioprocess brings process development recipe design, experiment planning, batch execution, and analysis into one place.

Bioinformatics and Computational Discovery

  • Process sequencing data through complete bioinformatics workflows to identify and optimize promising candidates. PipeBio handles upstream NGS and Sanger data processing, candidate clustering, liability screening, and hit developability scoring.
  • Run domain-specific drug-discovery models within Benchling, including AlphaFold 2, Chai-1, and Boltz-2. Benchling AI, built into the notebook, finds experiments, analyzes results, drafts reports, and runs structure prediction models, while Benchling Insights provides in-platform analytics without requiring export. Benchling Automation connects lab instruments to the scientific record, runs analysis automatically, and feeds results into the next decision.

Best Fit

  • R&D teams that need shared records for experiments, biomolecules, workflows, results, samples, and reagents across research activities.
  • Discovery groups that need sequencing-data analysis and access to domain-specific computational models within their research workflow.

Reviewed capability coverage

Backed by 4 pages from the vendor's own site. Select a capability to see its quote and source.

Main offeringWhat the vendor leads with
Research & Discovery2 capabilities
Lab Instruments, Automation & Informatics

Lab Automation, Core Equipment & Informatics

Drug Discovery & Lead Optimization

Computational, AI, Structural & Analytical Discovery

Data, Analytics & AI1 capability
Analytics & Decision Support

Bioinformatics & Custom AI Development

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