We don't change your process — we optimize the decisions and efficiency around it.
Helping semiconductor companies boost capacity utilization, reduce downtime risk, and accelerate engineering decisions through AI and data — without additional equipment investment.
Three structural pain points keep recurring in every fab, OSAT and IC design house we work with — and none of them are solved by buying more equipment.
Data lives in silos across MES, equipment logs, ERP and tribal spreadsheets — making real-time decisions impossible.
Senior engineers spend their highest-value hours writing reports, hunting through SOPs and answering repetitive questions.
Problems are addressed after a line goes down or yield slips — when the cost is already in the millions.
Turn your existing data into real-time, AI-driven decisions.
Modular by design. Deploy what you need first, expand on a single shared data foundation.
A real-time decision layer for fabs and OSATs — surfacing bottlenecks, optimizing schedules, and forecasting yield risk from data you already collect.
A purpose-built copilot that drafts technical documents, surfaces SOPs and historical records, and answers process questions — grounded in your internal knowledge.
Move from reactive firefighting to proactive prediction — across equipment health, wafer maps, suppliers and workforce.
A four-layer reference architecture that integrates with MES, equipment data, logs and ERP — and runs where your data lives.
MES · Equipment · Logs · ERP · CIM · External feeds
Real-time pipelines, time-series & lakehouse storage
Predictive models, anomaly detection, retrieval-augmented LLMs
Dashboards, alerts, copilots and closed-loop actions
Fully isolated environment, your data never leaves the fab.
AWS, Azure, GCP or private cloud — split workloads as needed.
Restricted environments with full model & data sovereignty.
Our multi-agent architecture lets specialized AI agents analyze problems, decompose tasks and collaborate — so engineers oversee outcomes, not micromanage tools.
Daily summaries, root-cause briefs, shift handovers.
Cross-tool monitoring with context-aware escalation.
Optimization proposals reviewed by engineers.
Agents hand off across data, decisions and documents.
Process recipes, yield data and IP never leave your environment. Every layer is designed for the realities of fab cybersecurity.
Fully isolated installations behind your firewall — model and data stay on-site.
Aligned with SEMI E187, ISO 27001 and your existing IT/OT separation policies.
Sensitive process recipes and yield data never leave the customer environment.
End-to-end model versioning, lineage tracking and human-in-the-loop review.
We start with a free needs assessment, scope a focused PoC, and design a deployment architecture that fits your existing data and security model.
We typically respond within 1 business day.