I design the operating system behind revenue.
From CRM architecture to pipeline governance, I
build structured revenue engines that make forecasting reliable and execution
disciplined.
This includes:
• Pipeline architecture & lifecycle design
• Forecasting models & revenue predictability
• CRM governance & data hygiene systems
• Early-stage revenue structuring (Seed → Series B)
No dashboards without structure. No growth without discipline.
I implement automation where it actually matters: inside the revenue workflow.
From SLA
enforcement to signal filtering and AI-powered task orchestration, I build systems that increase
velocity without increasing chaos.
Focus areas:
• Workflow automation & orchestration
• AI-assisted pipeline prioritization
• API optimization & signal filtering
• LLM integration inside revenue operations
AI is not the strategy.
It's the execution layer of a structured system.
Scaling revenue isn't about generating more leads. It's about building disciplined
systems.
With
€60M+ in quota-carrying leadership and a $6.5M strategic buyout as part of my track record,
I
operate at the intersection of revenue strategy and execution infrastructure.
I design revenue engines that transform:
Reactive pipeline into Predictable, governed, scalable revenue
systems.
Built for founders and revenue leaders who need control, clarity, and compounding growth —
not
noise.
Interactive architectures designed for Go-To-Market acceleration and P&L protection.
An automated architecture that transforms weak signals into qualified CRM tasks. Integrates a Regex filter to optimize API costs and an anti-gaming loop for SDRs.
Commercial velocity demonstrator. A ruthless 5-minute timer that automatically reassigns untouched leads to protect conversion rates and pipeline health.
Enterprise sales simulator. Proves the ability to bypass InfoSec (CISO) blockers by switching from a Cloud API to a secure local LLM deployment via Docker.
Testing environments for revenue operations. Demonstrates how sandboxing structural CRM changes protects active pipeline and prevents catastrophic data loss in production.
Reduced internal document retrieval time by 80% using semantic search.
Scale outbound volume without adding headcount via agentic workflows.
Data-driven auditing tools that refine targeting and lower CAC in real-time.
Technical analysis of your CRM and sales funnel to plug revenue leaks.
Experienced Architect. Delivered custom infrastructures under strict NDA with zero leakage.
Local inference and secure cloud architectures.
Strict confidentiality across all engagements.
If you’re building or restructuring a revenue organization and need predictable pipeline, disciplined forecasting, and scalable GTM infrastructure, I lead the design and execution of revenue operating models that turn commercial chaos into measurable growth.