AI & Revenue Operations
Where AI Creates Real Leverage in Revenue Operations
A practical framework for choosing AI use cases that improve speed and quality without adding another fragile layer to your GTM stack.

With over a decade at the intersection of marketing automation, CRM systems, and web technologies, I specialize in designing scalable solutions that streamline workflows and drive cross-departmental productivity.
My work bridges the gap between systems, data ecosystems, and business objectives — from CRM synchronization and data flows to trigger-based automations and platform migrations. I collaborate closely with leadership and operational teams to align technology investments with business goals.
Beyond implementation, I provide training, consulting, and advisory support to ensure sustainable adoption, process optimization, and data-driven decision-making are embedded in day-to-day operations. I've seen things break — and I know how to fix and scale them.

Adobe Certified Expert – Marketo Engage

Adobe Subject Matter Expert – Marketo Engage

HubSpot Marketing Software Certification

6sense Partner Advocate
Real-world capabilities refined across 10+ years of marketing technology work.
Architecting end-to-end lead flows from acquisition through conversion, ensuring clean handoffs between marketing and sales systems.
Risk and quality-focused audits to identify data gaps, enforce governance policies, and improve database health across platforms.
Strategic planning and phased rollout of automation capabilities aligned with business objectives and team readiness.
End-to-end migrations between Marketo, HubSpot, and Mautic — ensuring data accuracy and minimal business disruption.
Building seamless connections between CRM, marketing automation, and third-party tools for unified data flow.
Diagnosing workflow logic errors, data sync failures, integration issues, deliverability problems, and restoring platform stability.
Designing practical AI workflows for enrichment, research, lead qualification, personalization, and faster go-to-market execution.
Connecting AI agents with CRM and automation platforms to streamline repetitive work while preserving governance and human oversight.
Practical perspectives on the systems, data, and automation behind modern go-to-market teams.
AI & Revenue Operations
A practical framework for choosing AI use cases that improve speed and quality without adding another fragile layer to your GTM stack.
GTM Engineering
How to move from disconnected automations to a resilient operating system for marketing, sales, and customer teams.
CRM & Data Governance
A lightweight governance approach that improves trust, reporting, and automation while keeping teams moving.
GTM Data Quality
Bad data does more than distort a dashboard. It slows execution, weakens automation, and makes every go-to-market decision less reliable.
The fastest way to reach me is email. I usually reply within a day.