
Global-Grade Automated Quality Checks
A VLM multimodal model inspects every product against your standards, instantly producing OK / NG / NR verdicts with confidence scores. No eye fatigue, no judgment variance.
Line analysis, process monitoring, quality inspection, and on-site communication powered by VLM multimodal AI — an integrated manufacturing DX solution that handles every flow on a single platform.

Designed for real manufacturing sites — where networks are unstable, integration budgets are tight, and every line speaks a different language.

A VLM multimodal model inspects every product against your standards, instantly producing OK / NG / NR verdicts with confidence scores. No eye fatigue, no judgment variance.

Manage production without MES or ERP. A single camera feed drives inspection, tracking, and dashboards — skipping heavy system integration.

Inference runs directly on an edge server beside the line. Verdicts continue even when the network drops, and production data never leaves the site. On-premises AI.

Planning, installation, setup, and maintenance — all done on-site. Tailored to your line layout and workers' languages, one partner stays responsible to the end.
Manufacturing sites in Southeast Asia still run on analog, paper-and-eyes operations behind language barriers. The three problems occur together — they demand an integrated solution.

No real-time data — operations run on after-the-fact responses

Manual checks and visual inspection cause verdict variance

Language barriers between managers and local workers
A field-execution architecture that handles process, quality, and communication on a single data flow — not four tools bolted together.
A single camera tracks line flow, exposing bottlenecks and slowdowns in real time.
Vision-based defect detection gives every product a verdict, with the reasoning recorded alongside.
Removes the language barrier between managers and local workers with real-time translation.
Brings line, quality, and communication data into one view for instant anomaly detection.
Built to work as a field execution system, not just a monitoring tool.
Clear, consistent, and traceable — three states the shop floor already understands.
Detects the defect and shows the cause, turning findings into on-site correction — not just disposal.
Meets the standard and moves on to the next process, recorded with confidence score and timestamp.
Low-confidence verdicts are routed to manual recheck. Nothing passes arbitrarily.
From a station's live inspection feed to line-level operation status, everything flows in the same console. No jumping between screens.

Each line runs a ‘Standard Vision Station’ — four edge cameras and one edge server. A server room ties the site together and scales line by line: start with one station, grow to the whole factory.

Collaboration with Ansys secures the starting point for commercializing manufacturing DX globally.

We hold VLM multimodal analysis models and lightweight edge inference technology, validated through an on-site PoC in Indonesia.
See OK / NG / NR verdicts on your actual products. From planning to installation and setup, we're with you on-site.