Report
Benchling AI Capabilities
AI, purpose-built for every stage of R&D
Benchling AI brings intelligent agents into R&D. Built on structured scientific data, these agents reason across workflows, take action inside Benchling, and do real scientific work across every stage of discovery and development.
Benchling AI, built directly into your R&D workflows
Benchling AI is embedded directly into the workflows your teams rely on every day. Benchling Agents reason across common scientific tasks, orchestrating work and delivering actionable insights. With first-class API and MCP integrations, Benchling AI connects seamlessly to your broader AI and data ecosystem. And with simple ways to query and import data, your Benchling environment continuously grows smarter — so more data gives you deeper scientific insight.
Your new lab partner: Benchling Agents
Deep Research Agent reasons over complex data to uncover insights in minutes
Answer complex questions by reasoning over Benchling data and external sources. With Deep Research you can search across experiments in Benchling, extract information buried in technical reports and other documents, combine private data with public literature, and produce analyses to support decisions about what to try next.
Ask Agent gives you quick answers
“Has anyone done experiments like X before?” "What were tumor volumes in Study ST-042?" Ask Agent lets you query your Benchling data conversationally, so you can find experiments, aggregate results, and locate samples with ease. Ask natural language questions and get answers in 30-60 seconds.
Data Entry Agent turns messy files into structured data
Upload unstructured data from PDFs, Word documents, or spreadsheets, and let the data entry assistant orchestrate a complex set of LLM calls behind the scenes to develop a plan, process the inputs piece-by-piece, and verify the outputs across multiple models.
Compose Agent turns rough notes into polished documentation
Restructuring notes shouldn’t slow you down. Compose Agent turns messy bench notes, photos, protocol PDFs, and bullet points into clean, structured Benchling notebook entries and templates — so documentation never becomes a bottleneck.
Expert models for every scientist
Access the most innovative scientific AI models, directly from Benchling
Predict protein structure directly in Benchling using integrated models like AlphaFold, Chai-1, Boltz-2, and Lilly TuneLab. Visualize 3D structures, explore structure–function relationships, and design better molecules — no code or computational expertise required.
Explore more ways to automate work with Benchling AI
Write SQL with natural language
SQL Writer understands the structure of your Benchling data warehouse and generates or edits queries from simple prompts, making it easy to build dashboards, faster.
A second set of eyes for every notebook entry
Notebook Check flags common errors like missing decimals, duplicate values, copy-paste mistakes, and missing samples — with customizable rules to ensure entries meet your team’s standards.
