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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

Why process development slows down
Patchwork of disconnected systems
Switching between applications, navigating long click paths, and working around underperforming systems pulls scientists away from the work that matters.
Unstructured data, unreusable results
Most scientific data sits unstructured and scattered, making it hard to search, reuse, or feed into any model.
Vendor dependence
When customization depends on vendor or IT support, your team absorbs the delays.

How Benchling Development solves it
→ One interface. Every task.
A single user experience to visually design recipes, flexibly design study runs with variations across process parameters and materials, conduct guided batch execution, and automatically analyze data across runs and studies.
→ AI-ready data from day one
The Benchling ISA-88 compatible data model unifies process and execution data into a highly structured scientific data foundation, ready for use by Benchling AI to remove daily toil and provide access to insights.
→ Fit for purpose industry solution
Benchling's point-and-click interface configures data models, templates, and instrument connections directly. IT keeps governance without owning every change.
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

The impact your CMC team will see

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

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.

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.

