Turn manual assembly into transparent data
AI-powered video analysis reveals where time is lost, which workflows are most efficient, and where quality issues originate.
AI-powered video analysis
Computer Vision for Manual Assembly Processes
AI-powered video analysis
Computer Vision for Manual Assembly Processes
Camera-based Capture
Real-time data from workstations
Cameras mounted above workstations continuously capture every assembly cycle, generating thousands of data points per minute. Installation takes 1-2 days with minimal disruption to production.
Fully anonymized
Fully anonymized
Easy Setup
Easy Setup
No Time Stamp
No Time Stamp
No Maintenance
No Maintenance
Camera-based Capture
Real-time data from workstations
Cameras mounted above workstations continuously capture every assembly cycle, generating thousands of data points per minute. Installation takes 1-2 days with minimal disruption to production.
Fully anonymized
Easy Setup
No Time Stamp
No Maintenance
AI Process Analysis
AI detects work steps, cycle times & deviations
The system tracks hands and tools in real-time, automatically measures cycle times, identifies completed work steps, and flags deviations from standard sequences—generating insights without manual data entry.
Fully anonymized
Fully anonymized
Action Detection
Action Detection
Real-Time
Real-Time
Highly Accurate
Highly Accurate
AI Process Analysis
AI detects work steps, cycle times & deviations
The system tracks hands and tools in real-time, automatically measures cycle times, identifies completed work steps, and flags deviations from standard sequences—generating insights without manual data entry.
Fully anonymized
Action Detection
Real-Time
Highly Accurate
Live Dashboards
Visualize productivity & actionable insights
Real-time dashboards show cycle times, station efficiency, and bottlenecks. See exactly where performance improves and where intervention is needed—all in one view.
Real-Time Alerts
Real-Time Alerts
Cycletime Analysis
Cycletime Analysis
Bottleneck Detection
Bottleneck Detection
Reports
Reports
Live Dashboards
Visualize productivity & actionable insights
Real-time dashboards show cycle times, station efficiency, and bottlenecks. See exactly where performance improves and where intervention is needed—all in one view.
Real-Time Alerts
Cycletime Analysis
Bottleneck Detection
Reports
why it Matters
The hidden cost of manual assembly
MES tracks outputs, not processes
Your MES shows what was produced, not how it was made. Micro-stops, slow cycles, and process variations stay invisible — quietly draining 9-15% of your capacity every day.
MES tracks outputs, not processes
Your MES shows what was produced, not how it was made. Micro-stops, slow cycles, and process variations stay invisible — quietly draining 9-15% of your capacity every day.
Quality issues detected too late
Defects are caught after assembly when rework costs most. Skipped steps, improper sequences, and operator deviations go unnoticed until parts fail inspection—creating costly scrap and delays.
Quality issues detected too late
Defects are caught after assembly when rework costs most. Skipped steps, improper sequences, and operator deviations go unnoticed until parts fail inspection—creating costly scrap and delays.
No continuous visibility
Time studies give snapshots, manual logging is incomplete. Everyday insights at each station are missing.
No continuous visibility
Time studies give snapshots, manual logging is incomplete. Everyday insights at each station are missing.
Root causes stay hidden
You see problems but not their source—which station, shift, or step created the issue remains unclear.
Root causes stay hidden
You see problems but not their source—which station, shift, or step created the issue remains unclear.
Constant firefighting
Without cycle-level data, you react to problems after they've compounded instead of catching them early.
Constant firefighting
Without cycle-level data, you react to problems after they've compounded instead of catching them early.
why it Matters
The hidden cost of manual assembly
MES tracks outputs, not processes
Your MES shows what was produced, not how it was made. Micro-stops, slow cycles, and process variations stay invisible — quietly draining 9-15% of your capacity every day.
Quality issues detected too late
Defects are caught after assembly when rework costs most. Skipped steps, improper sequences, and operator deviations go unnoticed until parts fail inspection—creating costly scrap and delays.
No continuous visibility
Time studies give snapshots, manual logging is incomplete. Everyday insights at each station are missing.
Root causes stay hidden
You see problems but not their source—which station, shift, or step created the issue remains unclear.
Constant firefighting
Without cycle-level data, you react to problems after they've compounded instead of catching them early.
The Team
"Manual assembly has always been a black box. We're giving production managers the same real-time visibility for manual work that they already have for automated processes."
Jan-Philipp Thiele
Co-Founder
"Every factory measures downtime and output, but nobody tracks the hundreds of micro-inefficiencies in manual work. That's where up to 30% of throughput is lost. We're making the invisible visible."
Friedrich Dehn
Co-Founder
"Our vision is simple: every manual workstation should have the same level of process transparency as an automated line. The technology is ready—manufacturing just needs to adopt it."
Tomer Panagiotis Karagiannis
Co-Founder, Lead Developer
"Manual assembly has always been a black box. We're giving production managers the same real-time visibility for manual work that they already have for automated processes."
Jan-Philipp Thiele
Co-Founder
"Our vision is simple: every manual workstation should have the same level of process transparency as an automated line. The technology is ready—manufacturing just needs to adopt it."
Tomer Panagiotis Karagiannis
Project Manager, Google
"Every factory measures downtime and output, but nobody tracks the hundreds of micro-inefficiencies in manual work. That's where up to 30% of throughput is lost. We're making the invisible visible."
Friedrich Dehn
Co-Founder
The Team
"Manual assembly has always been a black box. We're giving production managers the same real-time visibility for manual work that they already have for automated processes."
Jan-Philipp Thiele
Co-Founder
"Every factory measures downtime and output, but nobody tracks the hundreds of micro-inefficiencies in manual work. That's where up to 30% of throughput is lost. We're making the invisible visible."
Friedrich Dehn
Co-Founder
"Our vision is simple: every manual workstation should have the same level of process transparency as an automated line. The technology is ready—manufacturing just needs to adopt it."
Tomer Panagiotis Karagiannis
Co-Founder, Lead Developer
"Manual assembly has always been a black box. We're giving production managers the same real-time visibility for manual work that they already have for automated processes."
Jan-Philipp Thiele
Co-Founder
"Our vision is simple: every manual workstation should have the same level of process transparency as an automated line. The technology is ready—manufacturing just needs to adopt it."
Tomer Panagiotis Karagiannis
Project Manager, Google
"Every factory measures downtime and output, but nobody tracks the hundreds of micro-inefficiencies in manual work. That's where up to 30% of throughput is lost. We're making the invisible visible."
Friedrich Dehn
Co-Founder