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by TwinWorks Team

How Augmented Reality and Connected Tools Can Reduce Human Error in Assembly

Human error is one of the leading causes of defects in manufacturing. Learn how AR-powered instructions and connected tools dramatically reduce mistakes and improve efficiency.

AR and Assembly

In today’s fast-paced manufacturing environment, human error remains one of the leading causes of defects and production delays. Especially in discrete manufacturing, where precision and repeatability are critical, even a small mistake during an assembly task can lead to costly rework, scrap, or worse, a safety risk.

At TwinWorks, we believe technology can help. That’s why we created StepWorks, a visual work instruction platform designed to reduce human error and improve operator performance.

TwinWorks Co-founder, Mina Ghobrial, recently conducted independent research at the Institut Clément Ader to explore how augmented reality (AR) and connected tools could improve outcomes during bolt-tightening tasks.

Human Error in Assembly: A Costly Problem

Traditional work instructions, whether printed on paper or delivered via static PDFs, often lack clarity, consistency, and adaptability. Operators are left interpreting diagrams, navigating language barriers, and manually verifying torque settings or part placements. This increases cognitive load and opens the door to costly human error.

Industry research shows a significant portion of assembly defects are caused not by equipment failure, but by unclear instructions and process deviations. For SMEs with leaner teams and tighter margins, these errors can have an outsized impact.

The Study: AR + Connected Tools vs. Conventional Methods

In the study, participants completed a bolt-tightening task using two different setups:

  1. Conventional method: Paper-based instructions and a connected torque wrench
  2. AR-enhanced method: A head-mounted AR display combined with a connected torque wrench that communicated torque values and validated steps in real time

The AR system didn’t just display steps visually. It also integrated with the torque wrench to ensure each action was performed correctly before moving on. This combination of real-time visual guidance and smart validation significantly improved performance across key metrics.

What the Data Says

The results highlight how AR combined with connected tools can enhance quality, reduce errors, and ease operator workload:

MetricConventional MethodAR Enhanced Method
Execution Time10:23 min5:39 min
Task Load (NASA-TLX)7.05.1
Error Rate67.6%0%
Usability Score (SUS)73.1%74.4%

AR-enhanced instructions cut task time nearly in half, eliminated user errors entirely, and, reduced cognitive load, demonstrating clear performance and quality gains over traditional methods.

While the findings are specific to this task setup, they point to the broader potential of combining visual technologies with smart tools to reduce human error in industrial operations.

StepWorks: Making AR Work Instructions Accessible for Manufacturing Teams

The study evaluated a combined system of AR work instructions and connected tools to enhance accuracy and performance in bolt-tightening tasks. StepWorks brings the AR part of that solution into practical reach for manufacturers.

StepWorks transforms existing 3D CAD models and documentation into digital work instructions that are clear, interactive, and easy to deploy on mobile devices, tablets, and AR headsets. This allows teams to reduce errors, improve consistency, and accelerate operator training and task completion.

Key Features:

Transform Your Operations with StepWorks

Assembly

Replace paper instructions with 3D, animated guides that walk your team through complex assemblies.

Training

Reduce onboarding time for new operators. Let them learn by doing, with interactive instructions in their field of view.

Maintenance

Speed up maintenance workflows by guiding technicians through procedures with intuitive, step-by-step visuals. Minimize delays, avoid confusion, and cut equipment downtime.

Get Started with StepWorks

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Ready to reduce errors and increase efficiency? Get started for free.

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