#1 TPCx-IoT 24M/s PLC 17M/s Real-time water infrastructure monitoring 150+ Clients
AI Needs Data to Work
What Makes Operational Data Difficult to Use for AI?
Missing Raw Data
01
Losing raw sensor data means losing the history needed to investigate faults, analyze quality issues, and train AI models.
Slow, Partial Queries
03
Queries that take minutes or leave only samples cannot support live decisions or iterative training.
Misaligned Data Timelines
02
Misaligned sensor, log and video timestamps prevent you from reconstructing an event's context and causes.
PoCs That Stall Before Production
04
Rebuilding collection, transforms, APIs and security for each AI PoC hinders production rollout and company-wide adoption.
Watch the Demo in Action
Equipment Vibration AI
Use raw vibration data and FFT to detect faults and plan maintenance.
Machine Blackbox
Replay sensors and video together to trace faults and quality issues.
LLM Data Analyst
Turn questions into SQL, charts and reports for faster analysis.
OPC-UA Historian
Auto-collect PLC data for long-term history and live edge analysis.
Data Solutions Proven in the Field
Proven in Manufacturing · Mobility · Energy · Government · Finance
Fleet Driving Analytics
50x Faster
Fewer Defects
50–60% cost savings
Process PLC Sensor Data
24M records/sec
Real-time water infrastructure monitoring
17M records/sec
Unified Bulk Data
3B total records
Satellite Vessel Data Management
200+ vessels
Live Stock Data Storage
300K records/sec
24/7/365 IoT Insurance
1M+ vehicles
HD Hyundai Marine Solution replaced InfluxDB with Machbase for global fleet management.
Satellite data from hundreds of vessels supports live ship monitoring.
Since 2018, it has stored about 900B records and serves tens of millions of records daily.
KEPCO and ETRI faced slow processing, high costs and complex upkeep with Hadoop.
Machbase now collects, stores, analyzes and visualizes their power data live. Costs fell to 1/6 or less, with over 50x faster processing.
Lotte Chilsung Beverage adopted Machbase in 2021 to overcome MS-SQL limits on live data collection and analysis.
It now processes up to 200K records/sec and extracts data for analysis.
These insights improve manufacturing processes and product quality.
Hanwha General Insurance links live driving data from 1M+ vehicles to insurance services.
Machbase Cluster Edition stores nationwide vehicle data. High availability handles faults for reliable 24/7/365 service.
Collection, Analysis and AI,
All in Machbase Neo
LAYER
01
Remember Your Site
Database Engine
Ingest raw sensor data, logs and time series at high speed, with live compression for long-term retention.
Millions of records/sec
Real Time Data Compression
Instant SQL analysis
Edge · Server · Cluster
LAYER
02
Make Sense of Your Data
Data Service Platform
Connect collection, transforms, analysis, visuals and APIs so AI and business apps can use OT data directly.
HTTP · MQTT · OPC-UA
TQL Transforms & Analysis
Dashboard · Tag Analyzer
API · Token · X.509
LAYER
03
Put Data Insights into Action
AI Application Runtime
Use JSH and built-in apps to turn insights into alerts, maintenance, quality and operations.
Data Replication
OPC-UA Client
Machine Blackbox
LLM Chat · Industry Apps
Q&A
Do I need it with a Historian or RDBMS?
Yes. Traditional Historians and RDBMSs cannot keep up with growing data volumes.
Keep them, and start with high-rate raw data, long-term history and live AI feeds.
Deploy at the Edge or in the Cloud?
Start at the data source on the Edge and scale to a server or cluster with the same data structure.
Can I start without an AI model?
Yes. Test raw data capture, time alignment, long-term storage and instant queries first. Then build your AI use case faster and more accurately when the model is ready.
What can I test in the demo?
The demo has all features. Use real or sample data to test ingestion, compression, SQL, charts, dashboards and APIs end to end, and assess fit quickly.
Plan your Machbase evaluation
An engineer will assess the fit and guide your next test steps.
