Platform Architecture & Integration: Designing and connecting marketing automation platforms across enterprise tech stacks, including instance setup, CRM sync (Salesforce, Dynamics 365), API development, webhook integration, and third-party platform connections, using AI-assisted architecture design to accelerate discovery, solution modeling, and documentation

Lead Scoring, Lifecycle & ABM Strategy: Designing AI-enhanced lead scoring models and lifecycle stage mapping from MQL to SQL, leveraging behavioral signals and predictive logic. Architecting tiered ABM programs with intent-driven audience builds, and sales-aligned workflows coordinated across CRM, CDP, and paid media

 

Data Modeling, Governance & Compliance: Defining field mappings and data relationships between systems, managing database hygiene, deduplication, and migration. Establishing data governance policies and managing GDPR, CCPA, CAN-SPAM, and CASL compliance and automated governance.

 

AI-Augmented Solution Design & Instance Auditing: Integrating agentic AI workflows and models across the full engagement lifecycle, including automated instance health auditing, AI-driven troubleshooting playbooks, and LLM-accelerated solution design to evaluate database hygiene, program architecture, scoring models, sync health, and governance gaps at scale

 

Segmentation, Personalization & Dynamic Content: Building AI-driven audience segments using behavioral scoring and propensity modeling. Developing personalized content frameworks with tokenization, RTP, Velocity scripting, and Handlebars, using LLM tools to accelerate copy generation, variant testing, and content governance

 

Campaign Management & Automation: Building batch and trigger-based campaigns, AI-optimized nurturing flows, and program templates that dynamically route contacts through intelligent multi-touch sequences using machine learning signals and engagement scoring

 

Reporting, Analytics & Executive Dashboards: Designing tailored dashboards and AI-assisted analytics frameworks to surface actionable insights and support executive decision-making, using LLM-assisted data interpretation and A/B testing to communicate performance findings to business stakeholders

 

Multi-Platform Migration, Discovery & Stakeholder Communication: Leading end-to-end MAP migrations from and to Marketo, Eloqua, and HubSpot, including data migration, program rebuild, CRM re-sync, and Center of Excellence establishment. Conducting structured discovery sessions and translating complex MarTech implementations into clear business narratives, roadmap presentations, and executive dashboards.