Ramil A. Lina

AI Stack

Full-Stack Engineering

Data & Analytics

DevOps & Deployment

Integrations

Productivity & Cloud Platforms

• Architected an internal AI knowledge base combining RAG-based Q&A over marketing collateral with LLM-driven content generation, giving the organization a single retrieval and authoring layer for marketing strategy.
• Designed and deployed agentic workflows spanning multi-step LLM agents that take actions across the marketing tool stack, alongside scheduled automations with embedded LLM reasoning steps for routine decision points.
• Migrated legacy no-code workflows into code-based agentic solutions, consolidating fragmented automations into a centrally managed, version-controlled architecture.
• Built end-to-end automation pipelines supporting the marketing operations lifecycle, from lead capture and enrichment through content production and campaign execution.

• Led the design and execution of an internal tooling and automation platform migration, replacing legacy workflows with scalable, maintainable systems.
• Developed custom analytical reporting for finance, marketing, and e-commerce teams, surfacing operational signals previously buried in raw transactional data.
• Engineered bulk data operations across fulfillment and supply chain workflows, ensuring data integrity through high-volume migrations and reconciliation.

• Owned end-to-end onboarding and integration of enterprise clients for B2B data exchange, from discovery through go-live.
• Authored custom data mapping logic and automated translation pipelines, eliminating manual touchpoints in recurring partner exchanges.
• Led UAT cycles with trading partners, enforcing compliance standards and improving data accuracy across the partner ecosystem.

• Built a full-stack data conversion tool that automated accounting data transformation end-to-end.
• Integrated the platform with Xero for automated enterprise data exchange, replacing manual import/export workflows.
• Productionized legacy scripts as scalable Python-based workflows, hardening them for long-term maintainability.

• Configured and operated automated data translation workflows aligned to client EDI specifications.
• Maintained system infrastructure and access controls across integration environments, ensuring reliability and security.
• Acted as liaison between business and technical stakeholders during critical escalations, driving alignment and timely resolution.

• Built executive dashboards and management reports that turned operational data into structured analytical insight for leadership.
• Trained management and frontline staff on reporting workflows, raising the floor on data-driven decision-making across the organization.
• Identified and resolved systemic data discrepancies, strengthening the integrity of operational reporting at the source.

• Led a team operating automated freight audit processes across global supply chain and logistics operations.
• Drove an automation-first approach to operational issues, prioritizing durable solutions over tactical workarounds.
• Standardized reporting systems across the team, improving consistency and reducing maintenance overhead.