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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