Agent library

Proven on real shop floors. Adapted to yours.

Start with agents based on proven customer use cases and designed by senior shop-floor and engineering experts. Filter by industry to find the agents that fit your lines.

Morning Briefing Agent

Start every shift with the right questions.

Summarizes the previous shift, ranks the largest losses, and gives line managers a focused agenda for the daily stand-up.

Industries

All manufacturing

Use cases

Shift handover; Daily stand-up; Loss review

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Shift Performance Monitor

See whether the shift is on track right now.

Tracks output, cycle time, staffing, and target attainment throughout the shift so teams can react before the gap becomes unrecoverable.

Industries

All manufacturing

Use cases

Live production monitoring; Target tracking; Shift management

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Bottleneck Detection Agent

Find the constraint as it moves.

Combines video and production signals to identify the station currently limiting throughput, including bottlenecks that shift during the day.

Industries

Automotive
Electronics
Industrial equipment
Medical devices

Use cases

Constraint detection; Line balancing; Throughput improvement

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Downtime Root Cause Agent

Turn every stop into an explainable event.

Correlates PLC states, fault codes, video, and operator input to classify stoppages and identify the most likely root cause.

Industries

Automotive
Food and beverage
Packaging
Pharmaceuticals
Industrial equipment

Use cases

Downtime classification; Root-cause analysis; OEE improvement

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Micro-Stop Detection Agent

Make hidden interruptions measurable.

Detects short, recurring stops that are often missed by manual reporting and shows their cumulative impact on output.

Industries

Automotive
Packaging
Consumer goods
Electronics

Use cases

Micro-stop detection; Lost-time analysis; Line optimization

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Cycle Time Deviation Agent

Catch slow cycles before they become the norm.

Monitors cycle-level variation, flags abnormal patterns, and links deviations to stations, products, shifts, or operating conditions.

Industries

Automotive
Electronics
Medical devices
Industrial equipment

Use cases

Cycle-time monitoring; Variance analysis; Process stabilization

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OEE Recovery Agent

Know where the next OEE point will come from.

Breaks availability, performance, and quality losses into ranked improvement opportunities with supporting evidence from the line.

Industries

Automotive
Food and beverage
Packaging
Pharmaceuticals

Use cases

OEE improvement; Loss prioritization; Performance reviews

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Quality Drift Agent

Detect process drift before defects multiply.

Connects inspection results, process behavior, machine signals, and visual changes to reveal emerging quality risks early.

Industries

Medical devices
Electronics
Automotive
Pharmaceuticals

Use cases

Quality monitoring; Early-warning detection; Process control

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Scrap and Rework Agent

Trace quality losses back to production reality.

Groups scrap and rework events by product, station, shift, and observed process behavior to highlight recurring causes.

Industries

Automotive
Electronics
Medical devices
Consumer goods

Use cases

Scrap reduction; Rework analysis; Quality improvement

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Changeover Optimization Agent

Shorten changeovers without skipping critical work.

Measures each changeover step, separates internal from external activities, and identifies waiting, motion, and sequencing losses.

Industries

Food and beverage
Packaging
Pharmaceuticals
Consumer goods

Use cases

SMED; Changeover analysis; Schedule flexibility

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Line Balancing Agent

Put work and people where capacity is needed.

Compares station workloads and utilization to recommend a more balanced distribution of tasks, operators, and cycle content.

Industries

Automotive
Electronics
Medical devices
Industrial equipment

Use cases

Line balancing; Staffing optimization; Throughput improvement

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Standard Work Coach

See where the real process departs from the standard.

Compares observed work sequences with defined standards and highlights missing steps, variation, and improvement opportunities.

Industries

Automotive
Electronics
Medical devices
Aerospace

Use cases

Standard work; Process adherence; Operator coaching

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Motion Waste Agent

Recover time lost to unnecessary movement.

Analyzes walking paths, reach patterns, and repeated movement to quantify non-value-added motion around each workstation.

Industries

Automotive
Electronics
Medical devices
Industrial equipment

Use cases

Motion analysis; Workplace design; Lean improvement

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Material Flow Agent

Keep parts moving without starving the line.

Tracks material arrival, buffer levels, waiting, and replenishment behavior to identify recurring supply interruptions.

Industries

Automotive
Electronics
Industrial equipment
Consumer goods

Use cases

Material flow; Line-side logistics; Shortage prevention

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Starvation and Blockage Agent

Separate upstream shortages from downstream congestion.

Classifies idle time as starvation, blockage, or local process loss and shows how disruptions propagate across connected stations.

Industries

Automotive
Food and beverage
Packaging
Industrial equipment

Use cases

Flow analysis; Buffer optimization; Downtime reduction

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Maintenance Signal Agent

Find repeatable warning signs before the next failure.

Surfaces changes in cycle behavior, fault frequency, and machine-state patterns that may indicate developing equipment problems.

Industries

Automotive
Food and beverage
Packaging
Industrial equipment

Use cases

Condition monitoring; Maintenance prioritization; Failure prevention

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Andon Triage Agent

Route every issue to the right response.

Adds production context to line alerts, groups related events, and directs the issue to the team best placed to resolve it.

Industries

All manufacturing

Use cases

Andon management; Escalation workflows; Response coordination

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Energy per Unit Agent

Connect energy use to actual production.

Relates machine energy consumption to output, idle time, product mix, and operating states to identify avoidable energy losses.

Industries

Metals
Chemicals
Food and beverage
Industrial equipment

Use cases

Energy optimization; Cost reduction; Sustainability reporting

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Ramp-Up Agent

Stabilize new lines and products faster.

Tracks performance from the first production runs, identifies recurring launch losses, and documents which countermeasures improve stability.

Industries

Automotive
Electronics
Medical devices
Industrial equipment

Use cases

New product introduction; Line launch; Ramp-up management

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Training Opportunity Agent

Turn recurring variation into targeted coaching.

Identifies process steps and shifts with persistent variation so managers can focus training where it will have the greatest operational effect.

Industries

Automotive
Electronics
Medical devices
Consumer goods

Use cases

Training needs analysis; Skills development; Process consistency

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Safety Observation Agent

Spot risky process patterns before an incident.

Flags predefined unsafe situations and repeated near-miss patterns while keeping the review focused on processes rather than individuals.

Industries

Metals
Logistics
Automotive
Industrial equipment

Use cases

Safety monitoring; Near-miss review; Workplace redesign

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Plan Attainment Agent

Know why production missed the plan.

Compares scheduled and actual output, then explains the gap through downtime, rate loss, quality loss, staffing, and material constraints.

Industries

All manufacturing

Use cases

Production planning; Schedule adherence; Variance explanation

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Capacity Opportunity Agent

Find usable capacity inside the current line.

Quantifies recoverable capacity from waiting, imbalance, speed loss, and underused equipment before additional capital is considered.

Industries

Automotive
Electronics
Industrial equipment
Medical devices

Use cases

Capacity analysis; Capex avoidance; Throughput planning

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Weekly CI Prioritization Agent

Focus improvement teams on the losses that recur.

Consolidates the week’s production losses, validates their frequency and impact, and ranks the best opportunities for continuous improvement.

Industries

All manufacturing

Use cases

Continuous improvement; Weekly loss review; Kaizen prioritization

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Improvement Validation Agent

Prove whether a change actually worked.

Compares performance before and after an intervention while controlling for shift, product mix, volume, and other operating differences.

Industries

All manufacturing

Use cases

Countermeasure validation; Benefits tracking; ROI evidence

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Best-Practice Capture Agent

Turn exceptional shifts into repeatable standards.

Finds high-performing production windows and captures the process conditions, sequences, and behaviors associated with the result.

Industries

Automotive
Electronics
Medical devices
Industrial equipment

Use cases

Best-practice capture; Standardization; Knowledge transfer

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Multi-Site Benchmark Agent

Compare like-for-like performance across plants.

Normalizes line and process data across sites to identify performance gaps, transferable practices, and realistic internal benchmarks.

Industries

Automotive
Consumer goods
Food and beverage
Medical devices

Use cases

Plant benchmarking; Network optimization; Best-practice transfer

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Operator Feedback Workflow

Close the loop between system insight and shop-floor reality.

Sends findings to the relevant team, collects structured feedback, and uses responses to confirm causes and improve future recommendations.

Industries

All manufacturing

Use cases

Operator feedback; Root-cause validation; Continuous learning

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Test Station Performance Agent

Improve pass rates without slowing the line.

Connects test outcomes, test duration, station behavior, and production context to reveal repeat failures and testing bottlenecks.

Industries

Electronics
Medical devices
Automotive
Aerospace

Use cases

Test yield; Pass-rate improvement; Test cycle optimization

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Packaging Loss Agent

Find the stops that erode packaging output.

Combines machine states and video evidence to classify jams, feeding issues, changeover losses, and recurring operator interventions.

Industries

Food and beverage
Pharmaceuticals
Consumer goods
Chemicals

Use cases

Packaging efficiency; Jam analysis; OEE improvement

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