Elevating Your Operations With Proactive Intelligence
At Elemental Machines, our predictive analytics solutions for life sciences harness the power of artificial intelligence (AI) to offer foresight and control over your lab and manufacturing environments. Built for science and proven for lab operations, we integrate high sample rates and diverse data types from purpose-built hardware to provide predictive insights that minimize downtime, optimize your operations, and safeguard your science.
Move from reactive alerts to proactive intelligence that keeps you ahead of equipment failures.
Advanced Detection and Diagnostics
Our predictive analytics framework not only improves how we monitor your critical equipment and environment but also foresees potential issues, allowing you to take action before they become urgent problems. Go beyond threshold-based alerts to understand the “why” behind every event.
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Event and anomaly detection
With capabilities to detect both subtle anomalies and significant events, our systems provide early context-sensitive warnings to help you understand the “why,” not just that an alert has occurred. These context-based alerts provide additional details based on millions of other similar situations so that you can determine the urgency and choose how to react.
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Equipment utilization and power
Buying expensive equipment is a major investment; maintaining that equipment is just as expensive. AI-based utilization assessments help identify usage patterns and can help optimize CapEx purchase decisions. Power usage is a proxy for the intensity of equipment usage and can also be used to focus preventive maintenance when and where it’s required — helping reduce overall maintenance costs. Stay GMP- and GLP-ready with data-driven maintenance strategies.
AI-Driven Freezer Health Monitoring for Proactive Maintenance
Harnessing insights from billions of data points, Elemental Machines has engineered an advanced AI-powered model to assess freezer health. This solution continuously analyzes performance trends, identifying crucial inflection points that signal potential failures or the need for preventive maintenance. Unlike standard alert systems, this machine-learning approach is tailored to -20° F and -80° F freezers, even recognizing unique brand-specific patterns. By providing early warning signs, it helps safeguard critical assets and prevent unexpected disruptions.
Cutting-Edge AI-Powered Health Scoring Algorithm
Our proprietary AI-Powered Health Score algorithm uses machine learning to process real-time data from laboratory freezers, evaluating essential factors like power consumption and temperature stability. By benchmarking these data against ideal operating conditions, the system detects anomalies that may indicate emerging issues — empowering you to take measures before failures occur. Get the right data, at the right time, in the right context for confident decision-making.
Keep trouble on ice.

Customized Predictive Equipment Maintenance
Predictive equipment maintenance is a pivotal aspect of our analytics offerings. We’ve invested in building a library of machine learning models with self-tuning algorithms to determine the best fit for your actual equipment type. Figuring out what the data signals mean for on/off, idle, and different stages of usage can be complex. We work closely with you to understand the specific operational activities, usage patterns, and data points to refine machine models that are optimized for your particular use case. Our learning algorithms are constantly refining themselves to deliver value fine-tuned to your organizational needs.
Harness High Sample Rates, Diverse Datasets, and Engineering Expertise
We’ve been driven by an AI-mindset long before AI was a “thing,” and our capabilities are deep and real. What is the formula for truly predictive analytics? Combine strong engineering expertise with deep data science and collect high volumes of widely diverse data types consistently for over a decade. With nearly half of our organization led by highly skilled engineers and data scientists, we are devoted to providing you with cutting-edge predictive analytical solutions, converting comprehensive data into actionable insights you can access right on your dashboard.