Fogsphere® AI — enhancing safety, security and operational intelligence across automotive operations, shown over a vehicle assembly line with robot arms

Automotive
Fogsphere® AI

Enhancing safety, security and operational intelligence across automotive operations.

Industries / Automotive

Automotive — Safety, Security and Operations Intelligence AI

From body-in-white to the finished-vehicle compound, Fogsphere turns the cameras you already own into a live layer that detects unsafe interaction, restricted-area breaches and process deviation across the plant and the network.

Safety

Protect people where robots, presses, hot work and pedestrians share the same floor.

Security

Hold the perimeter, the gatehouse, the compounds and every restricted zone.

Operational Intelligence

Read line status, cycle time, bottlenecks and throughput from cameras already in place.

What an automotive plant looks like to Fogsphere

A live operations layer on top of the cameras already covering your press shops, body shops, paint booths, battery lines and compounds.

Key use cases

Real-world applications for safer plants, protected assets and better-run production.

Safety Intelligence

Robot and cobot cell intrusion

Press and stamping line guarding

Zone-based PPE and respirators

Welding and hot-work controls
Paint booth access and solvent handling
EV high-voltage and battery zones
Workplace transport and pedestrian conflict
Ergonomics and manual handling
Fire routes and emergency readiness
Security & Asset Protection

Perimeter and fence line

Gatehouse and vehicle access

Finished-vehicle compounds

Prototype and R&D area protection
Line tampering and sabotage indicators
Trailer, yard and dock security
Contractor and escort compliance
Dealer forecourt and workshop
Surveillance assurance
Operational Intelligence

Cycle time and takt

Bottleneck detection

Inbound logistics and yard

Line status visibility
OEE support
Automation utilisation
Line-side material and kanban
Paint and battery throughput
Quality and rework flow
Compliant by design

Built for automotive compliance — ISO 45001, IATF 16949 and machinery safety

ISO 45001 — Occupational Health & Safety

A formal OH&S management system needs hazard identification, incident investigation and continual improvement. PPE compliance, unsafe-zone entry, robot-cell intrusion and forklift near-miss events all arrive with corrective-action evidence attached.

IATF 16949 and customer-specific requirements

Quality management, defect prevention, variation reduction and traceability across OEMs and Tier 1/2 suppliers — plus customer-specific visual rule packs and audit evidence organised by customer programme.

EU Machinery Regulation 2023/1230

Machine guarding breach, robot-cell entry, press-zone intrusion, conveyor pinch-point access, AGV and person interaction and safety-zone verification, covering autonomous mobile machinery and IoT-connected equipment.

OSHA General Industry · UK PUWER, LOLER, COSHH and DSEAR

Lockout/tagout verification, powered industrial truck monitoring, machine guarding, lifting exclusion zones, chemical and PPE compliance, paint-booth safety and flammable-zone controls.

ISO 14001, 22301 and 27001

Spill and waste detection, chemical-storage monitoring, live site status during disruption, blocked-route and yard-congestion signals, role-based video access, retention limits and audit logs.

Applicability varies by region, sub-sector and OEM customer programme. Fogsphere supports compliance through continuous monitoring, evidence collection and exception management — it does not itself make a plant compliant.

Case study

What deploying Fogsphere across an automotive plant delivers

35%

fewer workplace incidents

88%

compliance with safety procedures, up from 65%

25%

improvement in operational efficiency

30%

increase in early detection of risks and workflow issues

15%

increase in the frequency and quality of compliance audits

20%

reduction in accident-related costs

10%

better allocation of safety resources

Figures from a Fogsphere deployment at a leading automotive manufacturer, mapped to ISO 45001 and IATF 16949 evidence requirements.

Personnel safety and occupational HSE

Robots, presses, paint and people — every interaction watched

Robot and cobot cells

Robot-cell intrusion, light-curtain breach evidence, person inside an exclusion zone, robot-person proximity and unauthorised maintenance entry.

Machine guarding

Guard-open state, person reaching into a machine, access panel left open and pinch-point intrusion on presses, conveyors, CNCs and injection moulders.

Press and stamping lines

Person inside a press exclusion zone, unsafe material handling, dropped parts and forklift-person conflict near the press line.

Welding and hot work

Welding-mask detection, eye and face PPE, hot-work zone intrusion, spark and smoke anomalies and cylinder or flammable-zone monitoring.

Paint shop and chemicals

Respirator and PPE detection, unauthorised booth entry, no-smoking and vaping detection, door-left-open, spill, smoke and fire anomalies.

EV high voltage and battery

HV-zone intrusion, electrical PPE detection, quarantine-area access, battery-pack handling zones and abnormal smoke or fire near suspect packs.

Workplace transport

Vehicle-person proximity, speeding, wrong-way movement, pedestrian in a vehicle lane and AGV or tugger near-miss events.

Ergonomics and manual handling

Unsafe lift posture, excessive reach and bend, team-lift omission, repetitive-strain hotspots and part-carry distance.

Work at height and lifts

Harness detection, ladder misuse, person at an unprotected edge, platform overcrowding and person under a raised vehicle lift.

PPE by zone and task

Missing respirator in the paint area, missing eye protection in machining, missing high-vis in the yard and ear protection in noise zones.

Fire and emergency routes

Blocked exits, fire-door-left-open, extinguisher obstruction, smoke and fire detection and evacuation-route crowding.

Incident investigation

Auto-clipped incident video, timeline by zone, person, vehicle and object, near-miss hotspot dashboards and corrective-action evidence.

Physical security and asset protection

Perimeter, compounds, prototypes and the people inside

Perimeter security

Fence intrusion, loitering, climbing, after-hours movement and vehicle approach at plants, compounds, battery facilities and test tracks.

Gatehouse and vehicle access

ANPR and LPR, gate tailgating, unauthorised vehicles, queue and dwell monitoring and badge-to-video correlation.

Finished-vehicle compounds

Vehicle movement outside the authorised window, compound exit anomalies, vehicle missing from bay and unauthorised persons near vehicles.

Parts and component theft

Restricted-storage breach, pallet or item movement anomalies, cage door open, unusual removal and after-hours activity around high-value parts.

EV battery tampering

Battery-area intrusion, unusual battery movement, quarantine-zone breach and after-hours access to vehicles or components.

Prototype and R&D protection

Restricted-zone breach, tailgating, abnormal dwell and camera tamper around confidential vehicles, test mules and design centres.

Line tampering and sabotage

Person in the wrong cell, tool-cabinet access, machine panel opened, unusual dwell near a line and unauthorised part removal.

Insider indicators

Out-of-hours presence, route anomalies, tailgating, access-control to video mismatch and repeated loitering near sensitive assets.

Cyber-physical correlation

Control-room intrusion, server and PLC cabinet access, camera tamper, gate anomalies and machine-area access during a cyber event.

Trailer, yard and dock security

Trailer door open, unauthorised loading, trailer moved without dispatch authorisation, dock door open outside plan and wrong trailer at dock.

Dealer forecourt and workshop

Loitering, vehicle tampering, under-vehicle activity, after-hours vehicle movement and customers crossing into restricted workshop bays.

Surveillance assurance

Camera obstruction, view shift, lens covering, lighting outage and dead-zone detection across the estate.

Operations intelligence

Every camera is a plant operations sensor

Line status visibility

Line activity detection, station occupancy, WIP build-up, missing operator and abnormal stoppage across assembly and supplier lines.

Bottleneck detection

Queue at station, WIP accumulation, operator wait, visual material-shortage signals and idle robots or cells.

Cycle time and takt

Station start and finish events, takt deviation and repeated over-cycle hotspots compared with planned cycle time.

OEE support

Machine idle and running state, stoppage evidence, blocked conveyor, downtime-reason video and repeated micro-stoppages.

Automation utilisation

Robot idle time, cell occupancy, blocked robot paths, AGV dwell and intervention frequency across welding, assembly and battery plants.

Andon and escalation evidence

Visual confirmation of a line stop, worker callpoint interaction, supervisor response time and issue duration.

Line-side material and kanban

Empty rack and bin detection, wrong container, line-side stockout, excess WIP, kanban lane occupancy and replenishment delay.

Inbound logistics and yard

Truck queue, dock dwell, trailer arrival and departure, wrong dock, unloading delay and finished-vehicle bay occupancy and dispatch queue.

Quality and rework flow

Paint-defect indication support, missing part, gap and flush anomalies, wrong trim, inspection-station compliance, rework bay dwell and defect hotspots.

Paint and battery throughput

Vehicle queue into booth, booth occupancy, door state, rework queue, cell and pack flow, quarantine-area occupancy and abnormal congestion.

Test, validation and workshop

Test bay occupancy, queue length, pass/fail lane flow, blocked stations, bay occupied or empty, lift state and vehicles awaiting service.

Energy, 5S and continuity

Vehicle idling, line idle clusters, lighting outage, door-left-open, aisle obstruction, debris, plus live operational maps and incident timelines during disruption.

Architecture

The platform behind every detection

Edge+ AI Stack — runs on-prem at every site. CNN and VLM GPUs, MistIQ® physical AI workers, TPM® encryption, DeepStream engine and the Edge+ agent — all inside your perimeter.

Fogsphere Manager® Stack — fleet orchestration across all sites: Case Manager®, Insight Studio®, Person Manager®, Asset Manager® and Vision Agent®.

Core Services — vector DB engine, SQL DB engine, distributed storage controller and Kubernetes multi-node cluster, with central GPU pools — all in your datacentre or private cloud.

Fogsphere Edge+ AI server, on-prem deployment unit

Edge+ AI

Fogsphere Manager server, datacentre orchestration unit

Manager

Fogsphere MistIQ server, physical AI compute unit

MistIQ®
An automotive case study at scale: 620 cameras · 3 OEM plants · 2 battery facilities · 4,000 workers · 42 NVIDIA GPUs across 11 servers · up to 16 use cases per camera · IATF 16949-aligned with on-premise VLM fine-tuning.

What the Fogsphere platform brings

Edge AI, GDPR-by-design, digital twins, real-time reports, asset management and more — all inside one platform, deployed on your perimeter.

Fogsphere capabilities at a glance: edge AI, GDPR-by-design, digital twins, real-time reports, asset management and more

Why Fogsphere

Why automotive manufacturers choose Fogsphere

Risk mitigation

Continuous monitoring of hazards and unsafe conditions surfaces problems while they are still small, so teams act before an incident is logged.

Regulatory compliance

Detections, clips and corrective actions are logged automatically, giving auditors a dated evidence trail against the frameworks you are assessed on.

Workforce morale and retention

Workers see hazards addressed rather than recorded after the fact, which lifts confidence in the safety programme and helps retention.

Sustainability and CSR

Spill, waste, energy and idle-equipment signals connect physical behaviour to the environmental commitments you already report on.

Insurance premium optimisation

A dated, objective record of safety performance and near-miss trends gives underwriters something concrete to price against.

GDPR-compliant by design

Processing happens at the edge with masking, retention limits and role-based access — privacy-friendly, labour-union-proof monitoring.

Applications you’ll use

Six application clusters that carry most of the load in an automotive plant

PPE & Personal Compliance

Welding masks, eye and face protection, gloves, hearing protection, respirators and arc-rated PPE by zone.

View application →

Machine & Equipment Safety

Robot-cell entry, guard state, press exclusion zones, conveyor pinch points and lockout-tagout verification.

View application →

Access Control & Restricted Zones

Who is authorised for this cell, this booth, this HV area, this shift and this permit.

View application →

Vehicle & Traffic Movement

Forklifts, tuggers, AGVs, finished-vehicle movement, speed, wrong-way routing and pedestrian conflict.

View application →

Process & Quality Assurance

Line status, takt deviation, micro-stoppages, changeover verification and bottleneck location.

View application →

Perimeter & Physical Security

Fence line, compound approach, tailgating, prototype areas and camera-tamper detection.

View application →

Adjacent industries

Adjacent industry coverage

Manufacturing

Press, weld and assembly detection transfers directly to discrete manufacturing floors running the same machine and flow analytics.

Visit Manufacturing industry →

Logistics

Inbound JIT/JIS docks, trailer dwell, yard congestion and finished-vehicle compounds share the logistics detection stack.

Visit Logistics industry →

Across the automotive estate

Explore our automotive focus areas.

Body, Press & Assembly

Robot cells, press lines, welding, conveyors, line-side pedestrians and takt-time deviation.

Paint Shop & Chemical Handling

Booth access, respirator use, solvent and sealant handling, hot work and booth throughput.

EV Battery & High Voltage

HV zones, module and pack lines, quarantine areas, thermal-runaway indicators and battery flow.

Yard, Logistics & Compounds

Forklifts, tuggers, AGVs, inbound docks, finished-vehicle compounds and gate security.

Dealer & Service Network

Workshop bays, vehicle lifts, tyre bays, customer separation, forecourt security and bay utilisation.

Ready to see every cell, booth, lane and compound in one place?