Automation & MarTech

Build systems that move work, data, and decisions forward.

I design CRM, automation, integration, and AI-assisted operating systems that connect strategy to execution—improving routing, data quality, lifecycle management, reporting, governance, and the day-to-day experience of the teams using them.

HubSpotSalesforceLifecycle ArchitectureWorkflow AutomationIntegrationsAI-Assisted Ops

Systems thinking

Technology should make the operating model clearer.

My work spans CRM architecture, marketing automation, lead routing, lifecycle programs, integrations, attribution, governance, and reporting. The goal is not simply to configure tools—it is to create a measurable, repeatable system teams can understand and improve.

I work across platforms such as HubSpot, Salesforce, GA4, n8n, Azure, Power BI, and AI-assisted workflows, connecting data and process so teams gain faster execution, cleaner handoffs, and more trustworthy visibility into performance.

Operating principle

Automate the repeatable. Preserve human judgment.

Good automation reduces friction without hiding logic. Ownership, exception handling, data quality, security, documentation, and measurable outcomes remain part of the design.

Systems in practice

The infrastructure behind scalable revenue operations.

Three connected disciplines show how I approach the work: make performance visible, make the data trustworthy, and make execution repeatable.

Dashboard icon representing reporting and analytics workflows

Reporting workflows

Dashboards, KPI definitions, and performance-reporting systems that turn operational activity into visible, decision-ready insight.

Explore Analytics & BI →

Database icon representing CRM data structure and governance

CRM data architecture

Lifecycle definitions, field governance, ownership, taxonomy, deduplication, and data structures designed for trustworthy downstream automation.

See data reconciliation work →

Workflow icon representing marketing automation and process design

Workflow automation

Routing, lifecycle automation, campaign operations, integrations, alerts, and handoffs designed with clear ownership and exception paths.

View speed-to-lead case study →

AI as an operating layer

AI is embedded across the workflow—not added at the end.

I integrate AI into the full operating cycle: understanding the problem, researching options, analyzing data, learning new systems, designing solutions, documenting processes, and improving execution.

Discover

Research markets, technologies, vendors, risks, and opportunities faster.

Analyze

Interrogate data, identify patterns, pressure-test assumptions, and surface insights.

Build

Accelerate workflows, reporting logic, documentation, content, and system design.

Improve

Refine outputs, automate repeatable work, and continuously expand technical fluency.

This is not automation without oversight. It is AI-supported execution governed by business context, data quality, security, human judgment, and measurable outcomes.

Connect automation to the wider operating system.

Analytics & BI

Connect trusted data, reporting and business context to decisions teams can act on.

Explore Analytics & BI →

Web, UX & Conversion

Connect acquisition, customer experience and lifecycle programs to a clearer conversion journey.

Explore Web, UX & Conversion →

AI & Human Judgment

Use AI-assisted execution with clear validation, business context and human accountability.

Read the AI operating principles →

Selected systems & playbooks

Automation and MarTech in practice

Explore case studies and practical frameworks showing how CRM, automation, governance, and reporting work together.

Lead Management & MarTech Consolidation

Consolidating technology, standardizing lead management and reducing technical debt through acquisition-driven growth.

Email Marketing Operating System

Combining HubSpot governance, lifecycle automation, campaign design, reporting and enablement into a repeatable system.

Campaign Launch Operating System

Connecting intake, planning, governance, execution, measurement and optimization across campaign delivery.

HubSpot Data Hygiene

A governance-first operating model for prevention, exception detection, ownership and measurable CRM health.

AI + Human Judgment

Using AI to accelerate data work while preserving validation, context, ethics and accountable decision-making.

Reporting Is Rarely the Real Problem

A practical framework for tracing disagreements back to definitions, lineage, ownership and source-of-truth rules.

Let’s connect.

Interested in learning more or scheduling a call? Let’s discuss how I can contribute to your organization.

What colleagues and clients say.

Explore professional recommendations on leadership, collaboration, technical expertise, and operational improvement.