EVERY YEAR, industrial companies LOSE $3.1 TRILLION TO EXPERTISE THAT WAS NEVER CAPTURED. MOST AI NAVIGATES KNOWLEDGE. WE BUILD THE MAP.
Your Best Operators’ Knowledge—Captured, Multiplied, and Running Your Plants 24/7
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?
95 %
accuracy
on decisions that previously required senior engineers
3 weeks
deploy
from kickoff to production, not months
100 +
expert agents
each encoding decades of domain expertise
225 %
growth
in operational capacity without adding headcount
Purpose-Built for the Physical World
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
Maritime
- Navigation Assistance — real-time route decisions with encoded captain expertise
- Route Optimization — continuous learning from every voyage
Energy
- Grid Control — anomalies detected and resolved before operators notice
- Equipment Performance — diagnose tube fouling vs. pump failure instantly
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.
Our agents follow the COSTAR cycle:
→ C urate knowledge from your experts and documents
→ O rganize it into causal relationships
→ S ee anomalies humans would miss
→ T hink with domain reasoning
→ A ct with encoded judgment
→ R eflect and improve from every outcome.
The result? Agents that don’t just follow instructions—they understand your domain. And every action makes them smarter.
Your Expertise Is Your Last Moat. 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.
Open Models
No black boxes. Audit, modify, and own the models that encode your expertise.
Self-Hostable
Your data and your agents stay on your infrastructure. Nothing leaves.
Lower TCO
Enterprise-grade AI without enterprise-grade pricing—or enterprise-grade lock-in.
Latest Research
Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning
A 50-percentage point boost in accuracy, driving semiconductor manufacturing decisions with industrial precision.
Domain-Aware Neurosymbolic Agentic AI Architecture for Consistency and Accuracy
Novel agentive approach integrating domain knowledge with AI to achieve over 90% accuracy on complex industrial tasks.
SemiKong: Curating, Training, and Evaluating An LLM for Semiconductor Industry
World's first open-source LLM purpose-built for the semiconductor industry, enabling expert-level manufacturing decisions .
Services
Aitomatic: Build The Cognitive Plant
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.