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CatalystIndustrial Intelligence

EV manufacturing runs on a shift report. Catalyst runs on what the line is doing right now.

A computer-vision and analytics platform for EV manufacturing and mobility infrastructure — turning factory floors, logistics operations and smart infrastructure into one measurable, real-time system.

Real-Time Floor Ingestion
Sub-15ms Edge Latency
Continuous Line Tracking
Inside Catalyst

Attendance, production and quality checks read from the same interface — tap a marker to see what each one covers.

CATALYST // Industrial Intelligence Platform
Real interface
Catalyst industrial intelligence platform — digitizing manufacturing for streamlined efficiency
Selected module: Visual Mapping & Production Monitoring
Official Techdome screenshotOpen Catalyst
Core Platform ModulesSelect to inspect

AI-Driven Attendance Tracking

Camera Analytics

Visual Mapping & Production Monitoring

Assembly Flow

Visual tracking of production lines to detect bottlenecks and optimize cycle times, instead of a clipboard walk-through at the end of a shift.

  • Multi-line production flow read into one shared view
  • Cycle time and throughput tracked per station
  • Flags a bottleneck as it forms, not after the shift report
MQTT / OPC-UAKafka StreamsEdge Gateways

Quality & Compliance Automation

Sensor Validation

Data-Driven Insights & Sustainability

Operational Analytics
Why floors run blind

This is the standard shape of a floor that runs on shift reports and spreadsheets, not a specific site.

Found at shift’s end

Caught the moment it happens

The same camera or sensor watching the line flags a deviation instantly, instead of waiting for a shift report.

Checked by hand

Checked continuously

The cameras and sensors already reading the line run every check on their own, not on a walk-through schedule.

Four systems, four answers

One shared feed

Attendance, production and compliance all read from the same feed, so the numbers can’t quietly disagree.

A quarterly utility bill

Acted on this shift

Energy use and downtime show up as operational data right away, not three months late on a bill.

What it does

Each module reads from the same sensors and cameras, so attendance, production and compliance never quietly disagree with each other.

  • AI-driven workforce attendance tracking using smart camera analytics on the factory floor.
  • Automated visual mapping of production lines to detect bottlenecks and optimize workflow.
  • Sensor- and camera-based quality and compliance validation against regulatory standards.
  • Real-time operational analytics that reduce downtime and support data-driven decisions.
Edge + cloud stack

Industrial IoT sensors, IP cameras and OBD/CAN telemetry feed a hybrid edge-and-cloud pipeline — computer vision and ML models score quality and safety close to the line, Kafka streams the results, and role-based dashboards turn them into decisions factory, logistics and infrastructure teams can act on immediately.

Four tiers, one stack: what a sensor sees becomes a decision on a dashboard in the same pipeline.

Where it runs

The same platform, pointed at a different physical floor — from an EV production line to a cold-chain warehouse.

Industrial manufacturing

EV and component production lines, where attendance, production flow and quality checks all need one shared source of truth.

Life sciences & pharma

Regulated production environments where every check needs a continuous, auditable record, not a periodic walk-through.

Semiconductor & electronics

High-precision lines where a defect caught late is far more expensive than one caught at the station that made it.

Food & beverages

Throughput and hygiene checks that need to run as continuously as the line does, not on an inspector’s schedule.

Retail, CPG & FMCG

Distribution and packaging operations where visual tracking of flow replaces manual counts and radio check-ins.

Energy

Charging and energy infrastructure operators who need operational transparency without staffing a dedicated monitoring desk.

Catalyst

Live at app.catalystai.work — request a walkthrough of a real factory-floor deployment.

Production capabilities

  • AI-driven workforce attendance tracking using smart camera analytics on the factory floor.
  • Automated visual mapping of production lines to detect bottlenecks and optimize workflow.
  • Sensor- and camera-based quality and compliance validation against regulatory standards.
  • Real-time operational analytics that reduce downtime and support data-driven decisions.
Production stack
PythonTensorFlow / PyTorchOpenCV · YOLOApache KafkaMQTT · OPC-UA · ModbusDocker · KubernetesAWS / AzurePostgreSQL · InfluxDBReact.js
Catalyst in short

Catalyst is an AI industrial intelligence platform for EV manufacturing and mobility infrastructure. Computer vision and analytics turn factory floors, logistics operations and smart infrastructure into one real-time system with four modules: attendance, production, compliance and insights. It runs on a hybrid edge and cloud setup and is live at app.catalystai.work.

See a real factory-floor deployment.

Catalyst: questions buyers ask.

What is Catalyst?

A computer-vision and analytics platform that turns factory floors, logistics operations and smart infrastructure into one measurable, real-time system.

What are its four modules?

Attendance, production, compliance and insights.

How does it track attendance and production?

Smart camera analytics track workforce attendance, and visual mapping of production lines detects bottlenecks.

Where does the processing happen?

On a hybrid edge and cloud pipeline: sensors, IP cameras and telemetry feed models that score quality and safety close to the line.

Can I see it running?

It is live, and you can request a walkthrough of a real factory-floor deployment.