Geye / Industry playbookShared crossings
Material changeovers mix forklift movements with pedestrian routes.
Geye / Industry playbook
Manufacturing
Make production-floor activity and safety-zone observations easier to review alongside existing procedures.
Planning guidance, not a claim of installed capabilities or customer results. Validate scope and feasibility before deployment.
Industry overview
Production teams need context around shared walkways, machinery boundaries, and staging areas. Visual review can complement safety procedures but cannot replace guards, interlocks, or trained supervision.
Staging pressure
Uncollected pallets can occupy the next batch staging space.
Zone boundaries
Maintenance access and unplanned entry need separate interpretation.
Use cases
01
Shared crossings
- Context
- Material changeovers mix forklift movements with pedestrian routes.
- Human action
- Review pedestrian activity near forklift crossings.
- Intended outcome
- A crossing review for the safety team, not a machine-stop command.
02
Staging pressure
- Context
- Uncollected pallets can occupy the next batch staging space.
- Human action
- Observe staging-zone congestion between batches.
- Intended outcome
- A shift-level staging issue for production planning.
03
Zone boundaries
- Context
- Maintenance access and unplanned entry need separate interpretation.
- Human action
- Review entry into marked machinery exclusion zones.
- Intended outcome
- A reviewed event linked to the applicable work procedure.
AI vision capabilities
Read the scene, retain the context
Evaluate person and vehicle separation, zone crossings, and dwell rules against the actual floor layout. PPE observations require task-specific feasibility testing; occlusion, dust, and welding glare can invalidate a signal.
Evidence contract
Keep zone, source timestamp, and view availability together. A stale frame must not become a current event.
A person owns the decision
A crossing review for the safety team, not a machine-stop command.
Define acceptanceProposed capabilities must be tested against representative inputs. Unsupported or low-confidence results belong in a review queue, not an automatic decision.
Real-world scenario
Hypothetical, not a client story
Hypothetical: repeated crossing events appear during a material changeover. The shift lead reviews representative clips and inspects the route before proposing a revised delivery window.
- 01
Context
Material changeovers mix forklift movements with pedestrian routes.
- 02
Review trigger
A candidate observation in the selected zone requires confirmation against current conditions.
- 03
Human response
Review pedestrian activity near forklift crossings.
- 04
Intended result
A crossing review for the safety team, not a machine-stop command.
How it works
CCTV
Read an authorized stream from the selected zone. Track source health and timestamps; a missing view is not an empty scene.
AI analysis
Apply validated models and zone rules on assessed compute. Group candidate events and expose uncertainty instead of implying certainty.
Reviewed insight
An assigned person checks evidence, records the outcome, and follows the existing operational procedure. Rejected signals feed back into evaluation.
Business and operational value
Validate detection precision, missed events, and response time against labeled samples.
Evidence quality
Accepted observations / reviewed observations. Count missed cases separately against the manual reference.
Target: agree before pilotReview effort
Record minutes per reviewed item, including rework and escalations. Compare the same task with the manual baseline.
Target: agree before pilotSafe failure
Record whether stale inputs, denied access, and unavailable sources stop or visibly degrade the workflow.
Target: agree before pilotEstablish a manual baseline, agree acceptance thresholds with the operational owner, and compare review effort as well as accuracy. Any benefit must be measured in the pilot; no savings or ROI are promised here.
Deployment plan
Select a single non-safety-critical observation point with the safety team. Label day and night samples, test nuisance alerts during changeovers, and retain existing safety controls throughout the pilot.
- Scope: name the owner, permitted inputs, reviewers, and acceptance criteria.
- Prepare: assess edge, on-premises, or approved hybrid compute, storage, power, and network capacity with representative streams.
- Validate: compare with human-labelled samples, exercise denied access and outages, and document rejected results.
- Decide: approve a limited rollout only after review; keep a rollback owner and re-evaluate when inputs change.
Existing CCTV and infrastructure
Check vibration, dust protection, lighting cycles, network isolation from control systems, and available edge compute. Do not connect a pilot directly to PLC control or emergency-stop circuits.
| Check | Required evidence |
|---|---|
| Source access | Authorized stream, codec, resolution, frame rate, recorder connection limit. |
| Scene quality | Day, night, occlusion, and missing-frame samples from the selected zone. |
| Compute & recovery | Concurrent decoding benchmark, storage budget, clock sync, outage fallback. |
Existing CCTV may be reusable after compatibility assessment, not by default. Inventory codecs, resolution, frame rate, authorized stream protocols, recorder limits, time synchronization, and sample quality. Benchmark concurrent decoding and models before sizing hardware.
Integration planning
01
Approved source
02
Scoped processing
03
Human approval
04
Controlled export
Example: send reviewed observations into a safety inspection log with zone and shift identifiers. MES context could be compared in a later approved read-only exchange, not used to command machinery.
These are example integration plans, not live connectors. Confirm schemas, least-privilege credentials, delivery acknowledgements, retry limits, and duplicate handling in a sandbox before enabling data exchange.
Security and privacy
Consult workers about purpose and access. Avoid individual productivity scores and automatic disciplinary action; restrict evidence to safety improvement and documented incident review.
Least privilege
Approve reviewer roles and test a denied-access case before launch.
Data lifecycle
Set retention, deletion ownership, and encryption for stored and transmitted evidence.
Accountable operations
Log access and decisions; rehearse incident escalation and rollback.
Before launch, approve purpose and lawful access, role-based permissions, encryption configuration, retention and deletion rules, audit logging, and incident ownership. Verify these controls in the chosen environment; this page does not claim compliance certification.
Hypothetical pilot example
HYPOTHETICAL PILOT
One bounded question. Evidence before expansion.
Hypothetical pilot: manually label forklift crossings during two changeovers. Separate occluded events from detectable events, compare reviewer workload, and stop if alerts distract from existing safety duties.
A proposed evaluation exercise, not a deployed case study. There are no named clients, claimed results, or implied endorsements.
Frequently asked questions
Can it replace a safety interlock?
No. Physical safeguards and established safety procedures remain authoritative.
Is PPE detection guaranteed?
No. Each item, camera angle, and lighting condition needs a separate feasibility assessment.
Will alerts discipline workers?
No automatic punitive decisions are proposed; people validate context through established procedures.
Plan your next step
Bring an authorized camera inventory, representative scenes, and one operational question. Prepare a planning brief, then validate sizing assumptions with a scoped pilot.