SmartFactory Knowledge Advisor for Semiconductor Manufacturing

Bridge the gap between data, knowledge, and execution — resolve SPC and FDC violations with agentic AI

Most fabs have the data needed to diagnose a violation and the expertise needed to resolve it, but the two rarely meet at the moment the alarm fires. Knowledge Advisor connects them.

What is Knowledge Advisor?

Applied SmartFactory Knowledge Advisor is a next-generation Process Quality solution and factory-wide knowledge platform that uses agentic AI to change how semiconductor manufacturers investigate, diagnose, and resolve process and equipment issues. It unifies factory data with enterprise knowledge and captures troubleshooting insight so it can be reused across teams. For engineering organizations, the problem it addresses is institutional rather than technical. Knowledge about how a violation was resolved usually stays with the engineer who resolved it; a knowledge platform turns that into something the next shift can use.

How does Knowledge Advisor speed up violation resolution?

Applied SmartFactory Knowledge Advisor resolves SPC and FDC violations 60% faster by automating the investigation across systems and applying AI-driven diagnosis with prescriptive next steps. Engineers follow a structured, repeatable resolution path instead of a trial-and-error workflow, which reduces variability in how issues get analyzed. Standardized corrective actions also cut repeat violations and asset downtime.

Why choose Knowledge Advisor?

Proven production results include:

60% faster resolution of SPC and FDC violations

Reduced repeat violations and asset downtime

Improved yield through standardized corrective actions

What can you gain from our approach?

Connected data and reusable knowledge

  • Unifies factory data with enterprise knowledge
  • Captures and reuses troubleshooting insights across teams
  • Transforms siloed information into a scalable knowledge platform

Faster, more consistent decision-making

  • Automates alarm and violation investigation across systems
  • Applies AI-driven diagnosis with prescriptive next steps
  • Reduces variability in how issues are analyzed and resolved

More efficient engineering execution

  • Eliminates manual, trial-and-error troubleshooting workflows
  • Guides engineers through a structured, repeatable resolution path
  • Shortens investigation cycles and improves response consistency

Knowledge Advisor FAQ

What does Knowledge Advisor do when an SPC or FDC violation fires?

It automates the investigation across systems rather than leaving an engineer to open each one in turn, then applies AI-driven diagnosis with prescriptive next steps. Reported results show 60% faster resolution of SPC and FDC violations.

How does Knowledge Advisor use AI to diagnose issues?

It uses agentic AI to investigate, diagnose, and resolve process and equipment issues, working across unified factory data and enterprise knowledge rather than a single data source. The output is a diagnosis with prescriptive next steps, not just a correlation.

How does Knowledge Advisor capture engineering knowledge?

It captures and reuses troubleshooting insights across teams, transforming siloed information into a scalable knowledge platform. Resolution knowledge becomes an asset the organization holds rather than one an individual engineer holds.

Does Knowledge Advisor reduce repeat violations?

Yes. Standardized corrective actions reduce repeat violations and asset downtime, because the same condition gets resolved the same effective way rather than being rediagnosed each time it appears.

How does Knowledge Advisor improve consistency across shifts and teams?

It guides engineers through a structured, repeatable resolution path, which reduces variability in how issues are analyzed and resolved and improves response consistency regardless of who is on shift.

What data does Knowledge Advisor connect to?

It unifies factory data with enterprise knowledge, and automates alarm and violation investigation across systems, so a diagnosis draws on process data and documented experience together.

Ready to make every violation resolution reusable?

Knowledge Advisor turns scattered factory data and hard-won troubleshooting experience into a guided, repeatable resolution path.