See how people, mobile equipment, machinery, and materials move across plants, pits, mills, conveyors, tanks, and process areas. Understand flow, spacing, congestion, and resource use in real time.

Spot inefficiency, drift, congestion, unsafe interactions, resource gaps, and abnormal process behavior. Detect deviations in dwell time, takt time, asset use, loading cycles, and transfer operations.

Automate manufacturing operations, alerts, slow downs,
E- Stop signals, workflow triggers, and escalation paths to cut delays, prevent incidents, and keep production stable across every environment.

Frizb continuously observes people, equipment, and materials to reveal unsafe behavior, abnormal machine states, and unnoticed process hazards long before they escalate into injury, downtime, or production loss.
Frizb supports OSHA, NFPA 70E, and functional safety expectations by detecting unsafe conditions, preventing hazardous states, and guiding operators to maintain safe operation long before any violation or incident occurs.
Frizb identifies visual precursors to machine drift, mechanical stress, and abnormal workflow behavior, enabling teams to intervene before failure affects throughput, quality, or equipment integrity.
Frizb converts cameras into a live operational blueprint, revealing how people, machines, materials, and product flow interact across lines, cells, stations, aisles, and staging areas in real time.
Frizb fuses visual data with OT signals, IT systems, and machine logic to create a single contextual intelligence layer that understands what is happening and why it is happening across the plant.
Frizb captures real activity across shifts and days, comparing differences in performance, dwell time, takt time, resource use, and workflow drift to uncover root causes and guide informed improvement.
Unlocking Business Context is More Than Object Detection & Alerts.

Quickly build necessary custom models to perform the required visual detection and reasoning activities.

Custom PPE detection mapped with scene understanding to reduce false positive alerts. Eg. Check for welding shield only when arc is present.

Log every step in processing with timestamps and visual evidences to make sure of proper tools, materials and curation times followed.

Build a blue print of all the material, manpower movements to review the deviations from baseline to optimize layouts, processes and trainings.

Capture the operational metrics in detailed reports and dashboards to track across timelines and sites to build and apply BKMs across sites

Deploy with confidence that the sensitive operational data stays in-house under the IT perimeter security while leveraging camera, IT & OT assets using intelligent software layer.
By reducing machine downtime, accidental liability, machine damage and wastage at a CPG industry
Monitored across 100+ sites concurrently to track complex SOP deviations in Real-Time
By integrating Vision AI with Machine Control MCP Service to integrate OT Systems (PLC)


