
Hidden defect causes
Defect causes hide across thousands of process variables, so yield loss is hard to trace.

Manufacturing and semiconductors
Higher yield, less downtime. Led by an engineer who spent years inside Micron and Intel.
Book a scoping callThe pressure
01
Expensive and hard to trace. The cause hides among thousands of process variables.
02
Downtime stops the line. Every idle hour is lost output.
03
Experienced operators leave and take their know-how with them.



Use cases
From yield analytics to operator assistants, we build AI systems that raise yield, cut downtime and keep plant know-how on the line.
Book a scoping call
Defect causes hide across thousands of process variables, so yield loss is hard to trace.

Models that trace yield loss to its source, across every process step and tool.

Track yield and time to root cause to measure how quickly losses are found and fixed.
CAPABILITIES USED
We combine predictive models, computer vision, knowledge search and data platforms to raise yield, cut downtime and keep plant know-how on the line.
01
Trace yield loss, anticipate equipment failures and tune process settings with data-driven models.
02
Inspect parts and wafers on the line to catch defects early and consistently.
03
Turn procedures, maintenance logs and old manuals into cited, searchable answers for operators.
04
Connect sensor, process and ERP data into one governed platform your models can run on.
01
Trace yield loss, anticipate equipment failures and tune process settings with data-driven models.
02
Inspect parts and wafers on the line to catch defects early and consistently.
03
Turn procedures, maintenance logs and old manuals into cited, searchable answers for operators.
04
Connect sensor, process and ERP data into one governed platform your models can run on.

AI Strategy
We design for quality standards such as ISO 9001 and IATF 16949, industrial security standards such as IEC 62443, export control rules and your own process qualification.