Marvin Mata
@marvinmata
AI Solutions Architect translating regulated business needs into governed, production-ready autonomous systems and AI SaaS.
PhilippinesWhat I'm looking for
I’m an AI solutions architect who translates business requirements into shipped production systems. My focus is governance: compliance authorities, human approval gates, spend caps, audit ledgers, and kill switches that keep autonomous systems inside the business’s rules and budget.
I’m the sole architect of an autonomous content engine for a strictly regulated niche, plus two revenue-generating AI SaaS products and scraping-to-CRM pipelines for a US luxury construction firm. In production, I designed human-gated generation, server-side cost control, and decision and no-result ledgers so the system learns safely from rejected and dead records.
I bring a systems engineering discipline from being a licensed mechanical engineer, pairing it with agentic AI patterns that are running in production today. I’ve also reached Level 5 in Lovable (Shipped Season 1), placing 155th of nearly 6,000 worldwide (top 3%) and 33rd in the Asia and Oceania region.
Experience
Work history, roles, and key accomplishments
Lead AI Architect
Blackbriar Development Inc. / Aevara
Jan 2026 - Present (6 months)
Owned end-to-end development and operations of production AI systems across content automation, lead scraping-to-CRM pipelines, RevOps AI integrations, and a regulated e-commerce platform with 3PL and payments. Designed governance and cost controls including human-approval gates, per-day spend caps, audit ledgers, and kill switches.
Developed AI personas and per-persona chatbots with schema-validated LLM outputs and rule enforcement. Implemented identity/social verification and credit-metered access with PayPal order processing and webhook reconciliation.
Built a full-stack SaaS for epoxy-resin artists including a photo/STL resin calculator, credit-gated AI cost-control, and async AI pipelines. Implemented server-side credit ledgers, multiple provider support for image processing, and webhook-based payment integrations.
Founder and Proprietor
ONX Trading
Jan 2019 - Jan 2025 (6 years)
Ran an import and e-commerce business end-to-end, including international supplier negotiation and B2B/B2C operations. Managed regulatory compliance across BIR and LGU requirements before pivoting into ResinMind.
Technical Project Manager
FRP Restoration Enterprises
Jan 2015 - Jan 2018 (3 years)
Directed offshore B2B engineering projects from estimation and procurement through on-site implementation. Managed personnel, QA, and delivery reporting against strict technical specifications.
Education
Degrees, certifications, and relevant coursework
University of the East
Bachelor of Science in Mechanical Engineering, Mechanical Engineering
Completed a BS in Mechanical Engineering at the University of the East in 2015.
Professional Regulation Commission (PRC)
Registered Mechanical Engineer (RME), Mechanical Engineering
Registered as a Mechanical Engineer (RME) with the Professional Regulation Commission in 2015.
Tech stack
Software and tools used professionally
Availability
Location
PhilippinesAuthorized to work in
Portfolio
github.com/marvin-mvmJob categories
Skills
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