Elnora

Elnora is an autonomous AI agent purpose-built for biomedical lab protocol generation and optimization. Designed to act as an intelligent research colleague, she performs scientific tasks end to end — from literature review and database search through to protocol drafting and iterative optimization — freeing scientists to focus on creative, high-impact thinking. Elnora is built for life sciences teams across pharma, biotech, contract research organizations, and academic institutions, supporting work from early discovery through pre-clinical research.

What sets Elnora apart is her ability to build compound intelligence over time. Unlike conventional tools that discard negative data, Elnora extracts value from every experimental outcome — including failed protocols — continuously learning and growing more capable with each task the lab runs. She integrates directly into existing workflows via a simple @elnora tag or a dedicated UI, and delivers outputs in human-, AI-, or robot-readable formats.

Core Capabilities

• Autonomous literature search across sources including PubMed and patent databases
• Protocol drafting and optimization for a wide range of biomedical workflows
• Continuous learning from both successful and failed experimental outcomes
• Dynamic knowledge graph reasoning to work through complex biological problems
• End-to-end task execution from goal-setting through to a completed, optimized protocol
• Keeps researchers and other agents updated on progress throughout the workflow

Supported Use Cases

• Cell Culture: Cell line onboarding, primary cells, iPSC differentiation, organoids, 3D culture, and co-culture protocols
• Assay Development: Assay design and optimization, plate layouts, reagent preparation, and positive and negative controls
• Transfection & Gene Editing: CRISPR protocols, plasmid preparation, and viral transduction
• Protein Expression: Purification workflows and buffer optimization
• Flow Cytometry: Panel design, staining protocols, and gating strategies
• Molecular Biology: PCR, cloning, primer design, and ligations

How Elnora Works

1. Set the goal together: Bring Elnora into your workflow and define the research objective. She breaks it into tasks and begins working autonomously.
2. She executes: Elnora conducts literature searches, queries databases, and drafts and optimizes protocols independently.
3. Refine together: Review her outputs, provide feedback, and iterate. Elnora learns from each round of feedback, building greater autonomy and confidence over time.

Integrations

• Electronic Lab Notebooks: Benchling, Signals
• Lab Information Management: LIMS, sample tracking, and inventory systems
• Communication Tools: Slack, Microsoft Teams, and email
• Literature & Patents: PubMed and patent databases
• Cloud Storage: Google Drive and OneDrive
• Custom Integrations: REST APIs and MCP servers

Elnora connects to existing lab tools through APIs and MCP servers, working with formats teams already use — including spreadsheets, ELNs, and Notion pages. The platform is built with enterprise-grade security in mind, with SOC 2 and ISO 27001 compliance in progress, full audit logging, complete data isolation, and a commitment that customer data is never used to train models.