LiquidBridge
The digital twin for liquid handling robots
Simulate protocols before execution. Optimize with AI. Reduce reagent waste. LiquidBridge is the virtual lab environment that every bench scientist deserves.
The Problem
Every failed liquid handling run costs reagents, time, and patience. Protocol development on physical robots is slow - trial and error with expensive consumables, limited instrument access, and no way to test edge cases without running the hardware. Scientists deserve a faster path from protocol idea to validated execution.
~20-30%
reagent over-dispensing from uncalibrated protocols
2-4 hrs
typical recovery time per failed liquid handling run
$500+
in consumables per wasted run
Based on industry data from American Laboratory and BioProcess International research on automated liquid handler error rates.
Platform Capabilities
Everything you need to simulate, optimize, and execute liquid handling protocols.
Protocol Simulation
Upload a liquid handling protocol and simulate it in a virtual environment before touching a single pipette tip. Catch errors, validate volumes, and predict outcomes - all before execution.
Visual Deck Editor
Drag-and-drop deck layout editor with real plate and labware models. Define your deck configuration visually, then simulate liquid transfers across the entire worktable.
AI-Powered Optimization
CrewAI agents analyze your protocols and suggest optimizations - fewer tip changes, better aspiration sequences, reduced dead volumes. Save reagents and time without sacrificing accuracy.
Multi-Vendor by Design
Not locked to one vendor. LiquidBridge wraps liquid-handler SDKs and standard protocols (SiLA 2) so you can model and drive instruments across vendors. Define protocols once, plug in the vendor SDK we evaluate per engagement.
How It Works
From deck layout to validated protocol in minutes.
Define Your Deck
Use the visual editor to lay out your worktable - plates, reservoirs, tip racks, and labware. LiquidBridge knows the geometry and constraints of each piece.
Build or Import Protocols
Write protocols in the built-in editor or import existing Hamilton, Tecan, or CSV-based workflows. AI agents can also generate protocols from natural language descriptions.
Simulate & Optimize
Run the protocol in the digital twin. Watch liquid transfers animate in real-time. AI agents flag issues - tip collisions, insufficient volumes, suboptimal sequences - before you waste a single reagent.
Execute with Confidence
Export the validated protocol to your robot. Every simulation run is logged with full traceability. Compare simulated vs. actual results to continuously improve accuracy.
Run LiquidBridge on your liquid handler
LiquidBridge is the working AI-agent prototype we demo live in our first call - Claude Desktop + MCP + digital twin for a liquid handler. We deploy it as a productized engagement: agent-native MCP layer for your specific liquid-handler SDK, a digital twin of your deck, and the operator UI for plan-simulate-execute-approve. Source code yours from day one. Fixed price per engagement, scope you control.
Frequently Asked Questions
Stop wasting reagents on trial and error
Join the early access program and simulate your protocols before they touch the robot.
Book a Technical Call