AI-Powered Lab Scheduling That Adapts to Constraints—In Real Time

Metronome's intelligent agents optimize tests, machines, and workforce schedules—accounting for skills, capacity, and disruptions—so your lab runs at peak efficiency, always.

The Lab Scheduling Challenge

Manual scheduling creates bottlenecks that derail lab efficiency

Manual scheduling leads to bottlenecks, wasted capacity, and missed deadlines.

Unexpected disruptions (machine failures, staff absences) derail plans—with no easy way to adapt.

Balancing skilled labor, machine availability, and test priorities feels like solving a puzzle blindfolded.

Compliance and quality risks increase when schedules aren't optimized for constraints.

"We spend hours adjusting schedules every week—only for one disruption to unravel everything."

— Lab Manager

How Metronome Works

Three simple steps to optimized lab scheduling

1

Define Your Lab's Constraints

  • Worker skills
  • Machine capacity
  • Test priorities
  • Time windows
2

AI Generates the Optimal Schedule

Our agents calculate the most efficient plan—mathematically guaranteeing feasibility.

3

Adapt to Disruptions Instantly

When plans change, Metronome re-optimizes in seconds—no manual fire drills.

Key Features

Powerful capabilities designed for modern lab operations

Constraint-Aware Scheduling

Accounts for skills, certifications, machine maintenance, and test deadlines.

Real-Time Adaptability

Disruptions? Metronome re-optimizes instantly, minimizing downtime and delays.

Math-Backed Efficiency

No guesswork: AI agents solve for optimal throughput, reducing idle time.

Integration-Friendly

Works with your existing LIMS, ERP, or MES—no rip-and-replace.

Scenario Simulation

Test what-if scenarios before committing to schedule changes.

Audit-Ready Compliance

Automated logs ensure traceability for quality and regulatory reviews.

Use Cases

Real-world applications across different lab types

Pharmaceutical QC Labs

Reduce batch testing delays by 30% with auto-balanced workloads across shifts.

Biotech R&D

Maximize expensive equipment uptime by aligning machine availability with researcher schedules.

Contract Labs

Handle last-minute client requests without overloading staff or sacrificing turnaround times.

What Makes Metronome Different

Advanced AI Technology

Unlike rule-based tools, Metronome uses constraint programming and reinforcement learning to handle complexity. No black box: Explainable AI shows why a schedule was chosen.

Enterprise Security & Compliance

SOC 2 Type II certified, with role-based access for sensitive data. Your lab's information stays secure and compliant.

Ready to Stop Fighting Your Lab Schedule?

Choose the option that works best for you