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Data and AI Transformation​

For teams aiming to use data and AI to improve quality and increase efficiency. Aggregate all your data in a single UI, find novel defects using AI, oversee operations with manufacturing dashboards and charts, and replace manual operators with AI-powered visual inspection.

Connect all your siloed data

Gather visual and parametric data from various sources such as cameras, AOI, X-ray, test stations, or Instrumental Stations into a traceable data record for all your units from sub-suppliers, final assembly, and even returns.

Find novel defects using AI

Use the anomaly-detecting AI to start surfacing unknown defects in your design. It continuously learns from your feedback, compares new units to a normal unit, and only needs five units to get started.
Dashboard of different manufacturing metrics like yield, first pass yield, output etc

Oversee your operations

Get actionable, real-time insight into all your factories through the Manufacturing Operations Dashboard. Quickly dive into the stations and tests causing you to miss your yield goals by exploring trends and shifts.

standardize quality

Set the same level of excellence across all your products and units, regardless of origin, through continuous monitoring and oversight of production processes, intercepting known and unknown defects.
identify root causes with instrumental

improve engineering efficiency

Save time by using advanced tools like correlations to suggest root causes from visual and parametric data. Also, conduct teardowns, virtually search images, and instantly generate measurements.

automate inspection

Reduce costs by replacing manual inspectors with automated AI-powered visual inspection. The AI intercepts defective units in real-time and is more accurate and faster than a manual operator, saving you money and time.

When to use instrumental

Aggregate siloed data

You have multiple data sources but
don’t know how to generate insights

Challenging a

Automate processes

You wish to bring down inspection costs
and improve quality

New technologies illustration

Industry 4.0 Initiative

You are bringing transformational change
using data and AI

New CM / JDM partner illustration

Organizational Efficiency

You launch multiple products in a year
and desire to improve engineering productivity

Oversee manufacturing partners

You have multiple manufacturing sites
and you want to keep an eye on all of them

Faster ramping illustration


You are scaling rapidly and must
ensure all units meet high quality levels

Digital oversight aligns quality and improves FPY across six global factories


Get started with

Discover AI

Discover automatically detects defects using continuous learning AI. It flags anomalies and improves results with user feedback.
Learn more

Solve AI​

Solve includes features that aid in faster failure analysis, such as correlation suggestions for root causes, virtual tear-down, and visual searches.
Learn more

Operate AI

Experience the full range of capabilities to monitor your operations. Get real-time manufacturing metrics across SKUs, stations, lines, and sites ...
Learn more

Get started with

Operate AI

Oversee your factory operations
with actionable insights,
monitoring, and alerting

Instrumental's Discover AI logo

Discover AI

Discover novel defects with
a continuously learning AI

Instrumental's Solve AI logo

Solve AI

Speed up your failure analysis
with AI-powered tools

Schedule a Cost Savings Analysis with one of our Solutions Architects

Molly McShane

Solutions Architect