Sensor Intelligence
From Industrial Data to Industrial Decisions
Industrial platforms are excellent at collecting and visualizing data. But decisions are still made manually, late, or inconsistently. Frostlogic Explore closes the gap — turning sensor signals into timely, repeatable decisions at scale.
When Clean Data Becomes the Wrong Optimization
Most AI pipelines treat anomalies as noise to be removed. In industrial systems, anomalies are often the earliest and most valuable signals — drift, degradation, instability, emerging faults.
Aggressive data cleaning improves dashboards and forecasts. But it can strip out exactly the information you need for early decisions.
Anomalies Are Signals
Drift, degradation, and shape changes are decision-relevant — not noise to be cleaned away
Decisions Made Too Late
By the time data is clean enough for traditional AI, the window for action has closed
Data Rich, Decision Poor
Platforms excel at collection and visualization — but the last mile to action is still manual
Pattern-Based AI That Optimizes for Decisions, Not Statistics
Instead of learning on all available data, Frostlogic Explore focuses on patterns that are decision-relevant — powered by our proprietary Frostdynamics™ AI model. We don't optimize for statistical purity. We optimize for decision usefulness.
Repeating Deviations
Detect recurring patterns that signal emerging issues before they escalate into failures or downtime.
Drift Signatures
Track gradual changes over time — shape changes, not just averages — to catch slow-moving degradation.
Correlated Anomalies
Identify connected anomalies across multiple signals that traditional single-sensor monitoring misses.
What-If Simulation
Run scenarios on your sensor data to understand potential outcomes before making operational changes.
Anomaly Detection With Full Lifecycle Tracking
Every anomaly is classified by type and severity, tracked from detection through resolution, and linked to the exact sensor and entity that triggered it.
- •Severity-based prioritization — Critical, High, Medium, Low
- •Automatic classification across a growing library of anomaly types
- •One-click actions: Research, view metric, or resolve directly
Everything You Need to Turn Signals Into Action
Accurate Forecasting
Time-series forecasting that handles industrial data volume and variability
Predictive Maintenance
Identify equipment degradation before failure — reducing unplanned downtime
Advanced Anomaly Detection
Catch deviations that matter, not just statistical outliers
What-If Simulation
Proprietary model enabling scenario planning over live sensor data
LLM-Powered Systems Thinking
Enable large language models to reason over your sensor data with full context
Scalable Signal Processing
Handle millions of data points without creating bottlenecks for AI agents
Pattern-Learning Forecasts With Built-In Context
Frostlogic Explore learns the shape of your data — not just averages. Forecasts include confidence bounds so you know when the model is certain and when it isn't.
- •AI-generated insights that explain what the data means in plain language
- •Suggested follow-up actions to explore anomalies, compare signals, or refine forecasts
- •Grounded in your actual sensor data — no hallucination
A Reusable AI Decision Layer
Frostlogic Explore sits above your existing telemetry platforms. It consumes already available data, interprets it through decision-relevant patterns, and produces prioritized, explainable actions.
It complements your existing analytics and AI investments — it does not replace them.
Deployment Options
Enterprise / Customer-Hosted
- •Runs in your K8s cluster (AKS, EKS, OpenShift)
- •Your infra, your SLAs, your governance
- •You own data and trained model
- •Full control, your pace
Managed SaaS
- •Hosted on Hetzner, EU-based
- •ISO 27001 certified, GDPR compliant
- •Data sovereignty maintained
- •Fast onboarding, no infra setup
Ready to Turn Sensor Data Into Decisions?
See how Frostlogic Explore can work with your existing infrastructure. No disruption, no lock-in.
Or email us at hello@frostlogic.se