Conceptual illustration of intelligent robotic arms and automated equipment in a bright autonomous laboratory

AUTONOMOUS SCIENCE LAB

AI Autonomous Laboratory

Connect large AI models, automated equipment, and experimental data through the decision loop of Science AI Agents.

01THE DECISION ENGINE · THE BRAIN OF SCIENCE AI AGENTS

The Autonomous Laboratory'sFive-step Decision Loop

Observe equipment and experimental results before deciding the next action—allowing model predictions and real experiments to learn from one another.

  1. 01

    ObserveObserve

    Read images, sensors, and instrument status

  2. 02

    ReasonReason

    Interpret results and update experimental plans and parameters

  3. 03

    ExecuteAct

    Coordinate instruments and robotic arms to carry out operations

  4. 04

    FeedbackFeedback

    Capture measurement data and complete execution records

  5. 05

    CorrectRefine

    Adjust parameters, retry, and check quality before the next cycle

Safety Governance: Scientists set objectives and permissions, while the control layer automatically blocks high-risk actions—maintaining oversight of autonomous operations.

02ESSENSE SCIENCE AI AGENTS · SYSTEM ARCHITECTURE

AI-driven Autonomous Scientific Laboratories

ESSENSE AI integrates Tecan automated liquid handling platforms and intelligent robotic arms to develop Science AI Agents and complete the commercial loop for autonomous laboratories.

01

Large AI Model Layer

Select leading models for each task

ChatGPTClaudeGemini
Mac Studio workstation with Claude and ChatGPT supporting scientific reasoning and data analysis
02

Science AI Orchestration Layer

ESSENSE Science AI Agents / MHS

MHS standards connect large models to physical equipment

03

Physical Experiment Execution Layer

Design → Execute → Test → Analyze → Optimize

Conceptual autonomous laboratory illustration linking intelligent robotic arms and automated liquid handling platforms
PHYSICAL EXECUTION · EXPERIMENTAL OPERATIONS
Official product image of a Tecan Fluent automated liquid handling platform with cabinet
Tecan Fluent Automated Liquid Handling PlatformManufacturer Product Image
Conceptual laboratory illustration with intelligent robotic arms and pipetting equipment
Intelligent Robotic Arms
Product photograph of the Waters Xevo TQ Absolute mass spectrometer for multiomics testing
Multiomics Analytical InstrumentsProduct Photograph

Physical AI × Science AI Agents will become the operating system for autonomous laboratories in the physical world.

EXPLORE SCIENCE INTELLIGENCE

One Science AI Agent System. Four Application Areas.

From AI drug candidate validation and NGS diagnostics to clinical mass spectrometry and biobanking, integrate autonomous experimentation across the entire workflow.

Explore Four Application Areas