READ THE STORY· EventDetect Lifecycle & Integrated Controls (Article + Video) →

Capture What
Others Miss

Edge AI turns purpose-built sampling into better data —
less bandwidth, less storage, higher resolution.

Purpose-built sensing · 3-Axis · Real-Time DSP · Edge AI
As of 2026-10-17 · invitation only
Real-Time DSP Technology

Predictive Condition Monitoring

Advanced signal processing captures machine health indicators in real-time. From time-domain vibration to frequency-domain intelligence.

The EventDetect batching kitchen demo: six dosing stations with live weights, phases and a valve-rebuild alarm
Live demo

EventDetect batching kitchen

A six-station batching plant that turns signals into named events with evidence and cause chains, including a 40 ms pump cavitation peak that a 100 ms controller scan never records. Take the guided tour in your browser, no sign-up.

Open the demo →

Live Signal Processing Simulation

Watch real-time DSP analysis in action (updates every 100ms)

Time Domain
3-Axis
X (50 Hz)
Y (1.5 kHz)
Z (4 kHz)
Frequency Domain (FFT)
256-Point
Structural vibrations
Motor imbalance
Bearing defects
High-speed components

Hardware-Accelerated Edge DSP captures high-speed transient mechanical envelopes with zero CPU overhead

Envelope isolation • Order-tracked harmonics • Pre-trigger anomaly capture • EventDetect lifecycle state integration

Engineering Excellence

Built for Performance

Every component engineered for reliability, speed, and precision.

Lightning Fast

Oversampled-at-the-source, beyond-audio bandwidth

Catch transient events others miss. See vibrations that disappear in the blink of an eye.

Real-Time DSP

On-chip FFT, filtering, and RMS calculation

Industrial-grade ARM CMSIS-DSP processes signals at the source. No cloud delays.

Zero CPU Load

DMA-driven data collection

Your processor stays free for analysis. Hardware handles the heavy lifting automatically.

Multi-Mode Operation

Normal, Average, or Displacement modes

Adapt to any application. One platform, infinite possibilities.

Order Tracking

Encoder-synchronized analysis for rotating machinery

Track vibration orders relative to shaft speed, not fixed frequencies. Identifies faults that move with RPM changes—ideal for variable-speed equipment.

Fully Documented

Comprehensive documentation and support

Complete firmware documentation. Professional-grade architecture designed for extensibility.

Industrial-strength monitoring meets embedded efficiency

Signal Processing Pipeline

From Sensor to Insight

Data flows through a precision-engineered pipeline. From raw acceleration to actionable intelligence in microseconds.

1

Wideband 3-Axis Sensor

High-Speed Capture

2

Deep Hardware FIFO

Zero-Drop Buffering

3

DMA Transfer

Zero CPU Overhead

4

Envelope Isolation

High-Speed Conditioning

5

Order & Spectral FFT

Phase-Locked Harmonics

6

EventDetect Lifecycle

Envelopes • Alarms • Trim

Frequency Analysis

See the Unseen Frequencies

256-point Real FFT transforms time-domain vibrations into frequency-domain intelligence.
104 Hz resolution per bin.

Real-Time FFT Spectrum
0 - 13.3 kHz
Low
0-1 kHz
Structural vibrations
Mid-Low
1-2 kHz
Motor imbalance
Mid-High
2-5 kHz
Bearing defects
High
5-13 kHz
High-speed components

Real-time FFT transforms raw acceleration into actionable frequency data

Identify bearing defects, motor imbalances, and structural issues before they become failures.

~/xlsensor ❯ what about developers?
// For developers, tool teams, BYOS builders

Building on top of this?

Platform docs, SDKs, open-source integrations, BYOS patterns, CI/CD, and the rest of the stack live on the developer side.

$ visit kraftware.dev →
BYOSMCPnpmOpen source
Oversampled sensors · Lifecycle state machines · Integrated controls

Fast Sensors. Lifecycle Controls.
One Platform.

Edge-AI shock envelope inference at the source, Golden Disk cycle baselines, and EventDetect self-healing lifecycle controls. Standards-incorporating, invitation-only.

ISA-88 · ISA-95 · ISA-18.2 · IEC 61131 · OPC UA · EventDetect Lifecycle
EventDetect Lifecycle & Integrated Controls preview
Illustrated Two-Act Story + Optional Video

Read the Story: Self-healing lifecycle state machines & integrated controls.

Read the complete illustrated guide to Edge-to-Cloud shock envelopes, Golden Disk cycle baselines, and PLC batching integration — or play the narrated video at any chapter.

Read the Story (or Watch Video)
Applications

One Platform, Infinite Possibilities

From factory floors to research labs, XLSensor adapts to your needs.

Predictive Maintenance

Detect bearing wear, motor imbalance, and component fatigue before catastrophic failure.

Cut unplanned downtime
Extend component life
Schedule maintenance proactively

Structural Health Monitoring

Monitor bridges, buildings, and infrastructure for abnormal vibrations and stress patterns.

24/7 real-time monitoring
Early crack detection
Seismic response analysis

Motor & Bearing Analysis

Identify imbalances, misalignment, and lubrication issues in rotating machinery.

Frequency signature analysis
Harmonic detection
Phase imbalance tracking

Impact Detection

Capture high-frequency shock events and transient impacts missed by slower sensors.

Beyond-audio capture rate
Transient event logging
Impulse characterization

Research & Development

Professional platform for academic research, prototyping, and custom applications.

Documented architecture
Extensible firmware
Technical support

← Scroll to explore more applications →

Operations · Executive Brief
BUSINESS IMPACT

Know what changed — before anyone has to ask.

ROI, downtime avoided, cascading-failure containment — the boardroom case for edge-to-cloud event analytics.

Audience
Ops VP · Plant Mgr · CFO
eventdetect →
Technical Specifications

Industrial-Grade Components

Built on proven hardware. Designed for reliability.

Sensor

Architecture
Wideband 3-Axis MEMS
Type
Tri-Axial Industrial Accelerometer
Sample Rate
Purpose-built, oversampled
Range
Configurable multi-range
Bandwidth
Beyond-audio wideband

Processing

Engine
Real-Time Embedded Edge DSP
Clock
Sub-microsecond PTP synchronized
Memory
Pre-trigger circular ring buffer
DSP
Hardware-Accelerated Spectral Core

Interface

Bus
High-speed synchronous SPI
DMA
Hardware-Accelerated Zero-Drop
FIFO
Deep on-sensor buffer
Telemetry
Structured EventDetect Envelopes

DSP Features

Spectral
Order-Tracked & Real-FFT Analysis
Resolution
Fine-grained harmonic bins
Filtering
Configurable Envelope Isolation
Analysis
RMS, Peak, Crest & Harmonic Bands
Lifecycle
ISA-88 / ISA-18.2 State Integration

Every component selected for performance, tested for reliability

From real-time embedded DSP processing to wideband 3-axis MEMS sensing, precision engineering at every layer.

Platform in the wild

Our open-source weather widget — a public production surface.

The same platform powers industrial floors. See the code, embed it, track weather-sensor data via open APIs.

Open weather.kraftware.dev →

Ready to capture what
others miss?

Request an invite — or email [email protected] directly.

We only contact you about XL and what you asked about. No sales lists.

As of 2026-10-17 · invitation only