Discover and fix production issues remotely Image

Discover and fix production issues remotely

Accelerate product maturity, de-risk ramp, and improve yields. Instrumental helps you find and fix issues you didn’t even know were there.

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How It Works

Instrumental unifies your product data to deliver the information you need, when and where you need it, so you can find and fix problems fast. Industrial AI automatically finds and ranks every defect, speeds up failure analysis, and keeps your builds on track.

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Manufacturing Optimization

Make decisions with data from the factory floor

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Instrumental helps engineering, quality, and operations leaders save time, monitor processes, and increase yield. That translates to:

  • Detecting unanticipated defects other inspections may miss
  • Virtual teardowns that accelerate failure analysis
  • Process control with reports, threshold alerts, and live intercepts
Feature Details


During NPI, engineers rely on Instrumental to deliver mature products with smooth ramps. Top benefits for development include:

  • A traceable data record of every unit built – easy image navigation helps both remotely distributed teams and teams at factories investigate issues.
  • AI powered visual inspection accelerates failure analysis by surfacing unknown and unanticipated defects without traditional training or defective examples.
  • Comprehensive reporting delivers feedback on corrective action and signals when issues resurface.

Mass Production

During production, teams use Instrumental to maintain control of processes and yield. Top benefits for production include:

  • Real-time interception that leverages AI to flag defective units live on the line, preventing quality escapes and enabling upstream counteractions.
  • Insightful dashboards that display at-a-glance overviews of the most pressing issues impacting yield – with investigative drill downs a click away.
  • Custom alerts that deliver notifications when defect rates spike above threshold. Teams catch shift as it happens and resolve issues faster.
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Trusted on products that we're not allowed to talk about

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We’ve worked on products spanning consumer electronics, automotive, medical, aerospace and more.

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Use Cases

PCBs, batteries, connectors, seals, glues, solder, foams, lenses, contamination, alignment, presence, absence...

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Learn how Instrumental is delivering insightful data, smoother ramps, and savings of dollars per unit for admired brands.

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See what industry leaders are saying about Industry 4.0, smart manufacturing, tariffs, best practices and more.

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Artificial Intelligence for Smart Manufacturing

Find and fix issues before they result in unit failures

Better quality in less time

  • Engineers travel less and spend more time solving problems with remote access to unit images, monitors that catch unknown defects, and data that checks on corrective actions.
  • Operations gains control over yield with production reports of defect rates, spikes in issues, and threshold alerts – enabling process shift to be addressed proactively.
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Without Instrumental, we would not have found the issues on time – some of them we would have never found [until our customers did].

Marcel Tremblay, Director of Mechanical Engineering Image

Marcel Tremblay, Director of Mechanical Engineering


Programs that used Instrumental during development ramped faster than products that did not use it.

Lyon Wang, Director of Engineering and NPI Image

Lyon Wang, Director of Engineering and NPI


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