AI-Powered Financial Modeling

From scaling Google Fiber to profitability to building AI tools that matter

I've spent over a decade in tech finance - Google, UBS, KfW, early-stage startups. Now I'm applying that experience to build AI-powered models, dashboards, and agents. My focus lies on industries with a positive impact on society: renewable energy, healthcare, critical infrastructure, education, and European defence sovereignty.

AI-Powered Financial Models

Explore interactive models and agents. Adjust assumptions, run scenarios, see real-time results.

Latest Thinking

AI-Driven Finance Tools for Businesses That Matter

I'm an economist by training who spent a decade scaling technology companies. Most recently, I led planning and forecasting at Google Fiber, where I managed a $1bn+ P&L and helped drive the business to EBITDA profitability - growing from 400k to 1M+ subscribers.

Now I'm focused on AI-driven financial modelling - building models, dashboards, and agents that used to take weeks and now take days. I share this work publicly for anyone starting out in finance or looking for a better approach. Please reach out if you have feedback, questions, or are interested in collaborating.

My focus areas

01

Positive Impact

I started my career in ESG investments at KfW (German Development Bank), financing infrastructure in emerging markets. I want to work on things that matter - renewable energy, healthcare, critical infrastructure, education, and European defence sovereignty.

02

Financial Complexity Worth Solving

The businesses I'm drawn to - hardware ramps, long-term contracts, milestone revenue, subscription economics - are financially complex in ways that reward careful modelling. That's where sharp analysis actually changes decisions.

03

AI as a Force Multiplier

A decade of FP&A across Google, UBS, KfW, and early-stage startups gives me the judgment to know what a model needs to say. AI lets me build it ten times faster - and make it live, interactive, and agent-powered.

Background

  • Helsing (2026โ€“present) - Principal FP&A. European defence AI company building autonomous systems for NATO allies.
  • Google (2020-2025) - Strategy & Finance Manager, Google Fiber. Managed $1bn+ P&L, scaled subscriber base 2.5x, led ERP migration (Oracle โ†’ SAP).
  • Orda Technologies (2016-2019) - CFO, employee #1. Built financial architecture for successful VC fundraising. Business sold to cashier system operator.
  • UBS (2015-2018) - Private Equity Product Specialist. Executed 10+ capital raises for pre-IPO tech firms including Asian super app Grab.
  • KfW (2012-2013) - Investment Analyst. Managed $80M in infrastructure proposals across energy and telecom in Africa.

Education

Sciences Po Paris & HSG - M.A. Finance & Strategy and International Affairs (2015)
Wharton School (UPenn) - Exchange program, full scholarship (2010-2011)
Sciences Po Paris - B.A. Politics & Economics (2011)