Operational Results That Speak for Themselves
Every engagement I take on is measured by outcomes, not hours. Here is what operational discipline actually produces.
Case Study 1: Healthcare Turnaround
Vertical: Healthcare services
Role: Interim CEO (turnaround mandate, embedded through GBDS LLC)
Challenge: Operational inefficiency was eroding profitability despite strong client demand. Workflows were manual, KPIs were nonexistent, scheduling was reactive, and revenue leaked through untracked services and missed billing.
What I Did: Implemented streamlined operational workflows, established clear performance metrics, introduced scheduling and billing discipline, and recovered revenue from services already being delivered but not billed and implemented an EMR (Electronic Medical Records) system company wide. .
Result : 8x EBITDA with a 4x profit growth in 9 months, with additional 2x growth in subsequent year. No new product or new market during turnaround phase. Pure operational improvement. In growth phase, introduced a BIRT (Brain Injury Rehabilitation Therapy) program and got major insurer groups (LNI, Sedgwick, Liberty Mutual & Travelers, etc.) to support it. Impact: increased company revenue by 50%.
Takeaway: Most businesses do not have a revenue problem. They have an operations problem disguised as a revenue problem.
Case Study 2: AI/ML SaaS — International Scaling
Vertical: AI/ML SaaS
Role: Embedded COO (4+ years, remote from Spain)
Challenge: Technical product with strong capabilities but limited market reach. Needed to scale from domestic operations to international deployment rapidly.
What I Did: Architected with CTO and led a product pivot from concept to international deployment across 2 countries in 30 days. We pre-built international partner relationships, stripped the MVP to minimum viable scope, ran deployment and iteration simultaneously, and built operational frameworks that absorbed chaos without breaking.
Result: 25x operational throughput growth with minimal added headcount. 20x processing speed acceleration through systematic automation. And, creation of two robotic platforms that gave company a MOAT and key competitive advantage in new key vertical—with first-ever multi-year/multi-million USD contracts. Successful deployment SaaS and robotic platforms across 10 countries on 4 continents. Operational infrastructure that supported ongoing international growth.
Key Decision: Opposed non-adjacent vertical market expansion based on relevant data. Followed governance structures. Proposed highly viable adjacent vertical expansion instead. Four years later: non-adjacent vertical expansion produced few profitable projects. Adjacent vertical became the most profitable vertical.
Case Study 3: Venture Building from Zero
Company: Agribusiness (regulated industry)
Role: Founder/CEO
Challenge: Build a venture from scratch in a regulated industry where most companies take three or more years to generate first revenue.
What I Did: Designed operational infrastructure from day one, developed a B2B business line while most competitors were only focused on B2C models, built regulatory compliance into the business model rather than treating it as an afterthought, and focused on speed-to-revenue as the primary operational metric.
Result: Zero to above revenue targets in 18 months.
Takeaway: Operational discipline is not just for scaling companies. It is the difference between ventures that reach revenue and those that burn through runway without getting there.
The Enforcement Stories
What separates a great COO from an expensive project manager? The willingness to say no to the CEO — with data.
Blocked a cloud automation initiative. CEO was pressured to aggressively pursue a cloud-based solution. Economics did not support it. My teams and I pulled cost and client preference data, we presented an alternative at a fraction of the investment. For a while both initiatives were pursued. Eventually data prevailed. Right call.
Formally recommended against new country expansion. Partnered with CFO to document the risk: 120 to 180-day government payment timelines, margin dilution from local partnerships, unlocalized product. Overridden by CEO. Outcome validated original risk assessment.
Blocked unrelated vertical market entry. Proposed alternative adjacent vertical market instead. Unrelated vertical produced zero profitable projects over four years. Adjacent vertical became the most profitable vertical within 1-year.