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One connected platform for every CMC lab, from R&D to MSAT

Benchling Development replaces fragmented execution systems with an AI-enabled solution for the complete CMC workflow. Your team spends less time on manual data tasks and puts all your data to work, so you get insights and reach critical milestones faster.
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Trusted by the world’s leading biopharma organizations

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Process development is losing time where it shouldn’t

87%

of scientists report data errors are an issue

17%

of PD time is spent searching for previous experiment data

10%

of PD time is spent redoing experiments due to lost data

Source: Blinded survey of process development professionals, 2023

How Benchling Development works

Reach milestones faster with an end-to-end platform for process development — from recipe design and experiment planning through batch execution to process insights, all in a central place.

  • Recipe management: design and configure recipes as the foundation for every study

  • Experiment planning: set conditions, unit operations, and parameters before execution begins

  • Experiment/batch execution: capture results against structured worksheets as work happens

  • Process insights: analyze and compare outcomes across studies, all on one connected platform

From raw data to actionable insights with Benchling AI

AI-powered ingestion of CRO and legacy data

  • Upload CRO spreadsheets or PDFs and let AI automatically map contents to your defined data schema, turning hours of manual reformatting into minutes

Query, design, and analyse experiments 

  • Query your experimental data conversationally — find prior experiments, aggregate results, and locate samples quickly

  • Design studies and find the most promising next step through natural language

From results to report, in the format you already use

  • Upload your own report template and Benchling drafts it for you, automatically pulling in references, data, and results from the platform

  • Development reports, stability summaries, and other PD documents, generated in a format your regulatory team already recognises

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The impact your CMC team will see

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Harness data at scale

Create a comprehensive data foundation with integrated processes, automated instrument capture, and workflow orchestration to simplify handoffs across teams.

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Simplify tech transfer

Reduce time in tech transfer with an ISA88-compatible recipe model. Collaborate with MSAT, quality, and regulatory teams with full data traceability.

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Accelerate process development

Centralize your experimental, process, and analytical data to make faster decisions; compare runs, spot trends, and apply AI/ML to compress development cycles.

Enterprise-ready for advanced data requirements

AI-guided science, closed loops

Benchling connects instruments, analysis, and the scientific record into a single traceable system. Structured data is readily available for purpose-built R&D agents that understand the science, so the results of each run inform and accelerate the next development cycle.

Interoperable by design

Benchling is the scientific system of record and intelligence layer, connecting into your broader lab and orchestration architecture through open standards, including MCP and APIs.

Clean data, faster to your analytics stack

Benchling validates data at the point of capture. With configurable validation rules, programmatic bulk import/export, and SQL warehouse access, your team catches errors before they propagate and gets clean data to your analytics stack faster.

Implemented and adopted quickly by scientists

Benchling ships with a standardized data model built from years of biopharma deployments, so configuration is fast and predictable. The intuitive interface means scientists adopt the platform without long training cycles or change management overhead.