Product
A place for visionaries to learn from their peers about getting culture right, NPI, Production, and evaluating new technologies
See how companies are using Instrumental
Connect inspection, test, and process data to discover defects early, diagnose root causes faster, and keep launches on schedule.
Aggregate visual inspection, test, and process data into a traceable record so engineers can investigate failures across builds and factories.
AI compares each unit to a learned baseline and flags anomalies immediately—helping teams discover design and assembly issues before they cascade into build delays.



Explore serialized units across every assembly step using virtual teardown and deep visual search—so engineering teams can debug issues across builds, lines, and factories.
AI correlates images, test data, and process signals to highlight the most likely causes of failures—reducing time spent hunting through data.
Train AI to measure dimensions or features across hundreds of units instantly—unlocking new insights without rebuilding tests or re-running inspections.

When your factory is remote, capture factory signals and investigate failures without being on-site.

When products are difficult to build, discover failure modes early and prevent issues from propagating downstream.

When introducing new architectures, identify and control failure modes before they impact yield and reliability.

When onboarding new manufacturing partners, maintain visibility and enforce consistent production standards across sites.

When timelines are fixed, accelerate failure discovery and root cause analysis to stay on schedule.

When ramping production, deploy controls that ensure consistent builds as you scale.
Meta accelerates NPI and saves over 900 engineering weeks across 7 programs
Axon avoids launch delays with AI

Accelerated NPI build by 4 weeks


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

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

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

Discover new failure modes directly from factory signals

Accelerate failure analysis and identify root causes in minutes