Predict. Prevent. Perform.
From 26,670 sensor samples per second to actionable predictions — before failures happen.
From Sensor to Prediction
Four tiers of progressively richer intelligence. Each layer reduces noise, adds context, and delivers insight — from raw vibration at the edge to fleet-wide predictions in the cloud.
Acquisition
XLSensor
26.67 kHz sampling, on-device DSP, 5-second lookback buffer
Inference
XLBroker
Per-machine AI inference, local decision-making
Correlation
XLHub
PTP time sync (<100µs), cross-machine root cause analysis
Analytics
XLCloud
NATS JetStream + TimescaleDB, fleet-wide trend analysis
Built for Performance
Every component engineered for reliability, speed, and precision.
99% Data Reduction
Intelligence at the edge means only anomalies travel the network
Normal operations are aggressively downsampled to 1-minute summaries. Only the 1% that matters — anomalies — is retained at full resolution for five years.
Sub-Microsecond Timing
PTP (IEEE 1588) replaces NTP
Phase-aligned correlation across sensors with <100µs precision. When a spindle rotates at 10,000 RPM, millisecond errors are unacceptable.
5-Second Lookback
Circular buffer captures pre-anomaly context
External QSPI PSRAM maintains a rolling 5-second buffer. When AI detects an anomaly, it reaches back in time to capture the complete failure context.
Event-Driven Pipeline
NATS JetStream → xl-events → TimescaleDB
Every action generates structured events. Full observability from sensor to dashboard. No silent failures, no data gaps.
AI Voice Agent
Talk to your infrastructure
LiveKit-powered voice diagnostics with Claude AI. Ask questions about equipment health, schedule maintenance, get real-time status — by voice.
Autonomous Governance
Git-based scope authorization
AI operates within ticket boundaries with full audit trail. Automated at 3 AM with clear escalation paths via Gotify notifications.
From Sensor to Prediction
Data flows through a precision-engineered pipeline. Every stage publishes events. No silent failures.
ARM CMSIS-DSP processes 26,670 samples per second. NATS JetStream delivers events in microseconds. TimescaleDB persists with 90-day retention. Every layer is observable.
One Platform, Infinite Possibilities
From factory floors to research labs, KraftWare adapts to your needs.
Predictive Maintenance
Detect bearing wear, motor imbalance, and component fatigue before catastrophic failure.
- Reduce downtime by 70%
- 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
Voice-Enabled Diagnostics
Talk to your equipment. AI-powered voice agent provides real-time status and schedules maintenance.
- Natural language queries
- Real-time equipment status
- Automated demo scheduling
Ready for a Predict-It Culture?
Move from fix-it dashboards to autonomous predictive intelligence. Your sensors can see failures before they happen — and reach back into the past to prove why.