Taming Operational Chaos in B2B SaaS Companies

Technical Operations Executive | Platform Consolidation | Cost Optimization

I turn operational chaos into scalable systems for B2B SaaS companies. Over 15 years, I've consolidated 48 brands from 20+ platforms, architected systems processing 5.8B+ transactions/year, and reduced operational costs 30-75% while scaling distributed teams to 250+ across 11 countries.

48
Brands Consolidated
$58M+
P&L Technology Leadership
30-75%
Operational Cost Reduction
11
Countries Where Teams Scaled

What I'm Good At

The pattern I kept seeing throughout my career: Companies acquire other companies but can't integrate them. Teams build features but operations fall apart. Infrastructure costs spiral while delivery slows down. So I became an expert at fixing it.

  • Post-acquisition integration (platform consolidation, data migration, team integration)
  • Operational efficiency & cost optimization (30-75% cost reductions without sacrificing quality)
  • Platform modernization & cloud optimization (AWS/Azure architecture, AI/ML implementation)
  • Customer delivery operations (reducing onboarding/delivery time 40-70%)
  • Distributed team leadership (scaling engineering teams across multiple countries)

Experience & Capabilities

Throughout my career leading technology and operations for B2B SaaS companies, I've developed deep expertise in the operational challenges that break most organizations:

Platform Consolidation & M&A Integration

Consolidated 48 brands from 20+ disparate platforms into unified AWS infrastructure across multiple acquisitions. Maintained 99.9% uptime while reducing operational costs $2.3M annually. Built repeatable integration playbooks enabling 30-90 day integration timelines.

Cost Optimization & Operational Efficiency

Reduced operational costs 30-75% across portfolio companies through intelligent automation and platform consolidation. Deployed AI/ML customer service automation reducing support costs 90% (100 agents to 7) while maintaining 4.6/5 satisfaction scores.

Cloud Architecture & Platform Modernization

Architected AWS platforms processing 5.8B+ transactions/year at 99.9% uptime. Migrated legacy infrastructure to modern cloud architecture, reducing costs 25% while improving scalability. Built multi-tenant SaaS architecture supporting 500K+ users.

AI/ML Implementation

Built RAG-based customer service platform using OpenAI + Pinecone trained on 4 years of historical data. Achieved 60% faster resolution times and 90% cost reduction while maintaining quality. Deployed predictive analytics reducing customer churn 15%.

Distributed Team Leadership

Scaled engineering and operations teams from 45 to 250+ across 11 countries with <15% attrition. Built remote-first culture and processes enabling effective collaboration across timezones. Developed technical leadership pipeline reducing external hiring needs.

Enterprise Systems & Compliance

Built mission-critical systems for Fortune 500 companies (Wells Fargo, FirstBank, Frontier Airlines) with PCI-DSS, BSA/AML, HIPAA, and SOC2 compliance. Architected data platforms consolidating 7 business units and eliminating 70% error rates.

Proof Points

Real results from operational technology leadership

PE-Backed MarTech Company
PE-Backed MarTech Company
Integrating 48 acquisitions without breaking revenue while creating unified platform and reducing operational costs.
48
Acquisitions Integrated
40%
Cost Reduction
$58M
Annual Revenue
View Full Case Study
Fortune 500 Financial Services
Fortune 500 Financial Services
Unified siloed business units across Wells Fargo through centralized data lake and standardized KPIs.
70%
Data Errors Eliminated
7
Business Units Unified
10x
Faster Reporting
View Full Case Study
AI Content Generation Platform
AI Content Generation Platform
Modernized architecture and implemented AI/ML capabilities to accelerate product development and reduce operational costs.
60%
Cost Reduction
40%
Faster Time-to-Market
10x
Platform Scalability
View Full Case Study

Background

Professional headshot

Most recently, I served as CTO/COO of a $58M B2B SaaS portfolio at HeliXaaS Holdings (MarTech, FinTech, HealthTech). I consolidated 48 brands from 20+ platforms into unified AWS infrastructure, architected platforms processing 5.8B+ transactions/year at 99.9% uptime, and scaled distributed teams from 45 to 250+ across 11 countries.

Before that, I built enterprise systems for Fortune 500 companies (Wells Fargo, FirstBank, Frontier Airlines) and scaled engineering organizations for high-growth startups.

With an MS in Systems Engineering/Computer Science and an MBA in Finance, I bring both technical depth and business acumen to operational technology leadership. I don't just architect systems—I build the operational infrastructure that makes companies actually work.

Where I Add the Most Value

Companies dealing with operational bottlenecks:

  • PE-backed portfolio companies (especially post-acquisition)
  • Bootstrapped/profitable SaaS companies needing operational maturity
  • Companies with technical debt blocking growth
  • Organizations cutting costs while maintaining service quality

Industries

MarTech (deepest experience) • FinTech • HealthTech • E-commerce

MBA in Finance
Business Strategy
MS Systems Engineering / Computer Science
Technical Foundation
20+ Years
Technology Leadership
11 Countries
Global Team Scaling

Technical Capabilities

Cloud & Infrastructure + AI/ML

AWSAzureKubernetesMicroservicesLLMsRAGVector DatabasesPredictive Analytics.NET/C#PythonJavaScript/React

Compliance

HIPAAPCI-DSSSOC2BSA/AML

Core Competencies

  • Post-M&A Integration & Technical Due Diligence
  • Platform Architecture & Cloud Modernization
  • AI/ML Strategy & Implementation (pragmatic, ROI-focused)
  • Operational Efficiency & Cost Optimization
  • Engineering Organization Scaling

How I Work

Core Principles

Diagnose First, Architect Second

I start by understanding your business objectives, constraints, and culture before proposing solutions. Most operational problems aren't pure technology problems.

Business Impact Drives Every Decision

Every technical decision is evaluated against ROI, strategic alignment, and real-world constraints. Elegant architecture means nothing if it doesn't improve P&L.

Pragmatic Over Perfect

I focus on solutions that work in the real world, balancing ideal architecture with practical constraints. Ship iteratively, measure results, improve continuously.

Measured by Outcomes

Success is measured in business results: revenue growth, cost savings, time-to-market, team productivity. Not lines of code or technology buzzwords.