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The hidden cost of human error

In many production environments, human error remains a leading cause of defects, rework, and quality loss. Even well-trained operators make mistakes when work instructions are unclear or outdated, processes rely on memory, or manual data entry allows skipped steps. As a result, quality issues are detected too late, leading to scrap, delays, and higher costs that impact overall customer satisfaction.

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Operator error
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The “No-fault forward” principle

No-fault-forward is a production philosophy designed to prevent errors before they happen
Instead of detecting faults at the end of the process, each step is verified before the next can begin — ensuring that only “fault-free” work moves forward. 

It’s built on a few core ideas: 

  • Step-by-step validation: Each task must be correctly completed and confirmed before the system allows the next one.
  • Integrated feedback loops: Sensors, digital instructions, or operator inputs confirm correctness in real time.
  • Error-proofing (Poka-Yoke): The process design itself makes mistakes difficult or impossible to perform.
  • Traceability: Every action, check, and confirmation is logged automatically for full transparency. 
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Error proofing devices

Ansomat offers an extensive suite of tools and devices connected to its Operator Guidance platform to support with no-fault-forward procedures. This helps with every step in the process to think what’s required to reduce operator mistakes to the maximum. Common technologies used for error-proofing include: 

Machine vision 

Real-time location systems 

The value of vision monitoring

Monitor operators and eliminate human error 
Even the most skilled operators can make mistakes, often with costly consequences. Vision systems drastically enhance operational accuracy by continuously monitoring manual actions using computer algorithms. 

Identify human errors at the point of origin 
The earlier an error is caught, the lower its impact. Vision systems detect flaws at their origin, whether in base materials, component misplacements, or assembly mistakes, preventing issues from propagating downstream. 

Give real-time feedback on potential mistakes 
Advanced, AI-powered vision systems can provide real-time feedback on the cause of a detected error. This enables operators to understand what went wrong, take corrective action immediately, and resume production without delay.

Real-time-location systems (RTLS): a core enabler of errorproof manufacturing

Position tracking with high accuracy 
Real-time location system (RTLS) can deliver position tracking with up to 1.5 mm accuracy. It’s an expandable, factory-wide solution, simply add more anchors to extend coverage across larger areas. The system tracks tools and actions in full 3D space, capturing movements in all orientations. Because measurements are taken from the bit of the tool, accuracy is maintained regardless of whether the operator is right- or left-handed. 

Reliable performance in challenging areas 
Unlike camera-based vision systems restricted by their field of view, RTLS maintains precision even in hard-to-reach or obstructed zones. Its coverage can be effortlessly expanded by deploying additional anchors, ensuring consistent performance throughout the entire facility. 

Beyond tracking: intelligent action validation 
RTLS goes beyond simple position tracking, it can automatically validate actions without the need for extra sensors or manual confirmation. Activities such as completed picks, verified assemblies, or operator movements can be detected and recorded in real time. This transforms RTLS into a comprehensive, factory-wide platform that supports safety monitoring, asset tracking and a wide range of other industrial applications. 

Before & After No-Fault-Forward

Aspect   ❌ Before (Without NFF system) ✅ After (With No-Fault-Forward system) Typical improvement 
Process flow control Manual: operators can skip or perform steps out of sequence Automated: next step allowed only after correct completion of current one 100% step validation 
Error prevention Reactive:  errors found during inspection or testing Proactive: system prevents errors in real time ⬇️ 80–95% assembly errors 
Rework & scrap High: mistakes discovered late in process Minimal: errors caught immediately ⬇️ 50–80% rework/scrap 
Quality consistency Dependent on operator skill & attention Enforced process compliance across all operators ⬆️ 20–40% consistency 
Training requirements High: operators need extensive training to remember process details Lower: system guides each step interactively ⬇️ 30–50% training time 
Cycle time Variable: mistakes and corrections increase time Stable: fewer interruptions and predictable flow ⬇️ 10–25% cycle time 
Data capture Manual: operators record results or skip data Automatic: all steps and validations digitally logged ⬇️ 90% data errors 
Traceability Limited: hard to prove each step was done correctly Full: each operation verified and time-stamped ⬆️ to 100% traceability 
Quality escapes (Defects leaving station) Common: incomplete or incorrect assemblies move forward Eliminated: faults detected and stopped at source ⬇️ 100% escapes 
Operator confidence & accountability Variable: fear of making mistakes High: guided workflow builds confidence ⬆️ operator satisfaction 
Customer quality perception Inconsistent: occasional field failures Consistently high: fewer defects reach customers ⬆️ brand reliability 

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