THE OVERVIEW

VangateAI

Cloud Service Provider Agnostic vibration monitoring platform is 100% built on top of Snowflake Intelligence to effectively predict machine health—helping companies transition from breakdown maintenance to predictive maintenance in a codeless fashion.

Cloud-Agnostic Snowflake Intelligence Native Codeless Predictive Maintenance Machine Health Forecasting

THE PRINCIPLE

Vibration Analysis is the Earliest Whisper of Impending Failure

From Raw Signal to Clear Diagnosis: The Power of FFT

FFT as a Universal Translator

The FFT acts as a universal translator for machines. It takes one messy, complicated vibration signal and neatly separates it into all of its individual parts—making the invisible visible.

Convert time-domain vibration into frequency-domain clarity for faster diagnosis.

Earlier Detection

Spot subtle shifts before faults escalate.

Clear Diagnosis

Identify the cause, not just the symptom.

Repeatable Insights

Standard analytics for consistent decisions.

Actionable Output

Support planned maintenance interventions.

THE DIAGNOSTICS

Decoding the Signal: Every Fault Has a Unique Signature

Fault Identification by Frequency Peaks

Just as a fingerprint identifies a person, the frequency of a peak identifies the fault. This allows us to distinguish between a loose bolt and a failing bearing—made possible by leveraging frequency-domain analytics from time-domain data ingested to isolate frequencies for various sections of assets.

Loose Bolt Bearing Wear Misalignment Imbalance

Time → Frequency

Signal separation for clarity

Peak = Signature

Identify fault type precisely

Isolate Sections

Target asset zones & components

Decoding signal and fault signature visualization

THE STANDARDS

Standardizing Success with ISO Support

VangateAI leverages ISO 10816 standards to automatically judge severity based on asset class.

ISO 10816 severity judging by asset class

Not Just Data — Intelligent Judgement

It doesn’t just show data; it judges if the condition is bad by asset class.

Severity by Class

Automatic thresholds based on asset type.

Consistent Decisions

Standard-based evaluation across plants.

Operational Confidence

Clear guidance for maintenance planning.

Scalable Governance

Repeatable reliability workflows at scale.

ISO 10816 helps standardize vibration severity evaluation for rotating machinery.

THE CORE

What Makes VangateAI Different

Agentic AI for Operations

Autonomous agents that monitor data streams, detect anomalies, diagnose root causes, and suggest corrective actions—transforming data into prescriptive insights without constant human intervention.

Powered by Snowflake Intelligence

Leverages the unlimited scale, performance, and advanced AI/ML capabilities of the Snowflake Data & AI Platform for real-time processing and analytics.

Cloud-Vendor Agnostic & Flexible

Integrates with your existing data ingestion architecture. Customers can use any vibration sensor and connect via platforms like Ignition, IoT Bridge, or High Byte.

THE ARCHITECTURE