We turn AI into deployable, profitable, and sustainable capabilities—built with an operator mindset.
Technology matters—but only technology that creates real business value matters.
Many SMBs struggle with AI because builders often don’t understand operational reality. We combine hands‑on operator experience with strong engineering to deliver AI that ships, pays back, and can be sustained.
Since 2017, we’ve focused on real-world AI delivery—shipping outcomes that can be verified and sustained.
Our face recognition technology is certified under ISO/IEC 30107‑3, providing trustworthy presentation attack detection (PAD).
Deployed for medication pickup workflows across Taiwan’s medical institutions—entering its third year in production.
We passed the government AIEC evaluation with a score of 96 across five dimensions: accuracy, reliability, fairness, privacy, and security.
Our AI application “HaoLiJiaZai | Financial Health Check” received the IT Matters 2025 Selected Social Impact Award.
AI Sandbox officially launched as our enterprise On‑Prem / Private AI delivery and governance platform.
Our founder, James Lai, didn’t start in a lab—he was forged on the front lines of business. Cross‑industry CEO and executive experience is the core of how we serve SMBs.
Led large-scale, high-frequency businesses—where system efficiency directly impacts revenue. Our AI work prioritizes measurable process optimization and reducing operational load.
Experienced the hiring/retention reality for SMBs. We build AI to remove repetitive work and free teams for higher-value creation.
From tech journalism to industry research to enterprise business leadership—bringing a grounded view of trends. We help you adopt AI to build durable competitive advantage, not hype.
Led software and data teams that turn complex data into decision dashboards and execution-ready workflows—so AI becomes operational, not theoretical.
Our AI services are designed from an operator’s perspective: less jargon, more acceptance‑ready outcomes.
We know every SMB budget must earn its keep. We combine decades of cross‑industry operating experience with modern AI to turn “digital transformation” into visible results.
These are company-level trust signals (not product-specific) to support enterprise procurement, compliance, and risk conversations.
Information Security Management System (ISMS) certification (company-level trust signal).
Presentation Attack Detection certification (company-level trust signal).
