
Semiconductor
- Equipment Maintenance — 2,400 defects classified per shift at 94% accuracy
- Process Optimization — root-cause analysis in 20 minutes, not 3 days
- Chemical Etching — expert-level decisions at 3 AM, no human required
Every year, industrial companies lose $3.1 trillion to expertise that was never captured. Most AI navigates knowledge. We build the map.
Powered by Cognitive Ontology — a living map of how your enterprise actually works.
Trusted by Global Industrial Leaders
Your best operators make split-second decisions based on decades of pattern recognition.
None of it is written down. It can't be searched. And every day, when veterans retire, get promoted, or move on—a little more of it disappears forever.
What if you could capture, retain, and multiply that knowledge?
Purpose-Built for the Physical World



How It Works
Traditional AI tools search documents. Aitomatic agents understand your production environment—how things connect, why decisions get made, and what happens downstream when something changes.
Knowledge from your experts and documents.
Into causal relationships.
Anomalies humans would miss.
With domain reasoning.
With encoded judgment.
And improve from every outcome.
The result? Agents that don't just follow instructions—they understand your domain. And every action makes them smarter.
Keep It
"80% of the world's data is private. OpenAI won't have access to it. …that data gives you a real moat."
Kevin Weil, Chief Product Officer, OpenAI
Every query to closed AI sends your hard-won expertise to someone else's cloud. Aitomatic keeps it yours.
No black boxes. Audit, modify, and own the models that encode your expertise.
Your data and your agents stay on your infrastructure. Nothing leaves.
Enterprise-grade AI without enterprise-grade pricing—or enterprise-grade lock-in.
Latest Research

A 50-percentage-point boost in accuracy, driving semiconductor manufacturing decisions with industrial precision.
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A novel agentive approach integrating domain knowledge with AI to achieve over 90% accuracy on complex industrial tasks.
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The world's first open-source LLM purpose-built for the semiconductor industry, enabling expert-level manufacturing decisions.
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Industry-Leading Expertise
Led by Panasonic, Google, and Amazon veterans, we've spent a century combined solving one problem: how to capture the expertise that lives only in your best people's heads—and make it work for everyone, around the clock.
In the Press
Aitomatic's SemiKong uses AI to reshape chipmaking processes.
Aitomatic spearheads AI revolution in the $25T industrial economy, releasing OpenSSA as an inaugural member of the AI Alliance with IBM & Meta.
SemiKong, the world's first open-source semiconductor-focused LLM, brings new chips to market 30% faster.
See how Aitomatic turns your best operators' expertise into agents that run 24/7 — deployed in weeks, owned by you.
Book a Demo →