Data that drives growth and efficiency.
Enterprise‑grade data engineering, BI dashboards, and AI — pipelines, governance, analytics, and models delivered end‑to‑end; production‑ready, maintainable, and built to scale.
About Us
Wespeakthelanguageofdata
Mentarix comes from the root ment- meaning mind, cognition, and reasoning, combined with a modern technical suffix -rix, representing systems, structure, and engineering. The name reflects the idea of building intelligent systems driven by logic, data, and analytical thinking.
From Pipelines to Business Outcomes
We build an end‑to‑end value chain: production‑ready pipelines and governance → executive dashboards and insight → predictive and GenAI applications. One accountable team from architecture to operations. In the past 5 years, we’ve helped 20+ organizations across 10 industries turn data into durable growth.
End-to-End Ownership
From raw data ingestion and pipeline architecture to model training and production deployment — one point of contact, full accountability. No handoffs between vendors, no gaps between teams.
Production-Grade Engineering
Every system we deliver is designed for production from day one, with monitoring, alerting, and failover built in. Your team receives infrastructure they can operate, scale, and trust under real workloads.
Cross-Industry Expertise
We've delivered data and AI systems across fintech, healthcare, maritime, e-commerce, gaming, and manufacturing. That breadth lets us apply proven patterns to your domain, accelerating delivery and reducing risk.
What We Do
OurServices
We work alongside leadership to define data strategies that create real business value — auditing your current data maturity, establishing governance frameworks, designing KPI systems, evaluating vendors, and setting the architectural roadmap that guides your next 3–5 years of data and AI investment.
Data Governance
Define data policies, classification standards, and access control frameworks
KPI Framework
Design measurable business metrics and tracking dashboard mechanisms
Technology Roadmap
Set 3–5 year data and AI development blueprint with milestones
Architecture Review
Diagnose system bottlenecks and propose optimization strategies
Strategy & Consulting
We work alongside leadership to define data strategies that create real business value — auditing your current data maturity, establishing governance frameworks, designing KPI systems, evaluating vendors, and setting the architectural roadmap that guides your next 3–5 years of data and AI investment.
Data Governance
Define data policies, classification standards, and access control frameworks
KPI Framework
Design measurable business metrics and tracking dashboard mechanisms
Technology Roadmap
Set 3–5 year data and AI development blueprint with milestones
Architecture Review
Diagnose system bottlenecks and propose optimization strategies
Selected Work
CaseStudies
Stock Multi-Agent Financial Analyzer
Financial analysis platform combining an LLM Gateway with Playwright browser automation. Multi-agent collaboration across news, finance, trader, and data agents with Safety Guard and full artifact traceability.
How We Work
OurProcess
Consulting
Initial consultation to understand your business context, data maturity, and strategic objectives.
Key Deliverable
Project Brief + Discovery Summary
Requirements Interview
In-depth stakeholder interviews to capture detailed functional and technical requirements.
Key Deliverable
Interview Notes + Prioritized Backlog
Requirements Specification
Formalize requirements into a comprehensive specification document with acceptance criteria and project scope.
Key Deliverable
SRS Document + Acceptance Criteria
Implementation
Agile development with iterative delivery, continuous testing, and regular progress reviews.
Key Deliverable
Working Increments + Test Reports
Final Analysis Report
Comprehensive project closure report with performance metrics, insights, and recommendations for future optimization.
Key Deliverable
Handover Package + Postmortem
Core Team
MeettheTeam
Morris Liu
Founder & AI Strategist
Trilingual data and AI leader (University of Mannheim) with an 8-person team across Taiwan, Germany, and Hong Kong. 15+ analytics projects, NT$80M+ delivered value.
Client Voices
WhatClientsSay
“Mentarix built our real-time risk scoring pipeline in 8 weeks. What our internal team estimated at 6 months, they delivered with zero downtime on go-live day.”
James Wu
CTO · FinCore
“The predictive analytics dashboard gave our ops team visibility we never had. Decision cycles that took 3 days now happen in an afternoon.”
Dr. Sarah Chen
Director of Operations · MedLogix
“Their LLM recommendation engine lifted our conversion rate 22% in the first month. Morris and Alex really embedded with our team and understood our specific business context.”
Kevin Liang
Head of Product · ShopForward
Let's Talk
StartaConversation
Whether it's a data engineering project, AI strategy, or just exchanging ideas — we'd love to hear from you.