Finance experience
that informs everything

I began my career at Deutsche Bank in investment banking, working on M&A, equity, and debt transactions totaling approximately $5 billion in deal value. I then joined PricewaterhouseCoopers, conducting financial and operational due diligence for private equity clients — developing a rigorous, data-driven approach to evaluating businesses that shapes everything I build today.

Over the following decade, I held senior FP&A leadership roles at high-growth, venture-backed companies across healthcare, fintech, clean energy, and digital media. I built finance functions from the ground up, drove significant margin transformations, and prepared board-level reporting for executives, directors, and institutional investors.

The AI-powered financial services I offer aren't built by a software developer who learned finance from a textbook. They're designed by someone who lived the pain points firsthand — who knows what a business owner needs to understand about their finances, and what genuinely useful financial intelligence looks like in practice.

I'm based in the Washington, DC metro area and work with clients across the country.

16+
Years in Finance
Investment banking · M&A consulting · FP&A leadership
$5B+
Transactions Supported
M&A, equity, and debt at Deutsche Bank and PwC
$50M+
Series C Raise Supported
Long-range financial model and investor pitch deck developed to support a $50M–$100M raise
200%+
Gross Margin Improvements
Delivered across multiple companies through structural financial changes
$9M+
Cost Savings Delivered
Headcount optimization, supplier renegotiations, and process improvements
$3.6M
Incremental Interest Income
Generated through proactive cash management strategy
±5%
Forecast Accuracy Achieved
Revenue variance minimized through rigorous forecasting methodology
20%
Month-End Close Reduction
Achieved through financial process automation
80%
LTV Increase Delivered
Through product and market extension analysis
5+
FP&A Functions Built
Finance teams built from the ground up across multiple companies

Where I've delivered results

01
Financial Reporting & Automation
Designing and automating the financial reporting infrastructure that gives executives and owners a clear, accurate view of business performance — without manual effort. This is the foundation of everything I build for clients today.
20%
Reduction in month-end close time through revenue calculation automation — saving the finance team material hours every single month
~$500M
In annual revenue accurately forecasted through systematic, model-driven reporting rather than manual estimation
±5%
Revenue forecast variance achieved through rigorous trend analysis and structured forecasting methodology
Board reporting packages — monthly financial reviews and quarterly board decks — built and delivered to C-suites and boards across multiple companies
02
Cash Flow Management & Forecasting
Building the cash flow visibility and forecasting models that let business leaders see what's coming weeks before it arrives — and act accordingly. Cash surprises are almost always preventable with the right infrastructure.
$3.6M
In incremental interest income generated by designing and implementing a proactive cash management strategy — structural income requiring minimal ongoing effort
$4M
Reduction in annual cash burn achieved through cash flow modeling and targeted operational changes
Runway+
Extended company runway through detailed cash flow forecasting model that informed both budget decisions and investor conversations
03
Budget Management & Variance Analysis
Building annual budgets and actually managing against them — identifying variances early, understanding their drivers, and developing strategies to close gaps before they compound.
$5.3M
In annual headcount savings delivered by overhauling the headcount planning strategy — a structural budget improvement, not a one-time cut
~50%
Reduction in operating costs at Capsule through financial modeling of staffing levels and implementation of an appropriate cost structure
$400K
In incremental revenue generated through analysis of geographic and product expansion opportunities — budget allocation decisions grounded in financial modeling
04
Margin Optimization & Cost Structure
Surfacing the specific drivers of margin compression and implementing structural changes — renegotiating contracts, redesigning cost structures, and building the unit economics frameworks that support sustainable growth.
200%+
Gross margin improvement at Capsule by identifying compression drivers and implementing targeted optimization strategies across the business
40%
Gross margin increase at Capsule from leading supplier contract renegotiation — a direct result of financial analysis identifying where value was being left on the table
50%
Gross margin improvement at a growth-stage fintech company through P&L analysis and strategic restructuring of the cost base
LTV/CAC
Built a company's first LTV/CAC methodology from scratch — giving leadership a rigorous, defensible framework for growth investment decisions
80%
Increase in Customer Lifetime Value through systematic evaluation and execution of product and market extension opportunities
05
Investment Banking & M&A Due Diligence
The analytical rigor of investment banking and private equity diligence — understanding how sophisticated investors evaluate businesses — is the lens through which I approach every financial question. It informs how I build models, structure reports, and identify risk.
$5B+
In M&A, equity, and debt transactions supported at Deutsche Bank — developing fluency in how deals are structured, evaluated, and executed at an institutional level
PE
Financial and operational due diligence conducted at PricewaterhouseCoopers for private equity clients — learning how sophisticated investors identify risk and evaluate targets
06
KPI Design & Financial Intelligence
Designing the metrics frameworks that tell owners what's actually happening in their business — and building the infrastructure that keeps those metrics current and accessible. This is the direct precursor to what the AI tools deliver.
LTV/CAC
First-ever LTV/CAC framework built for a fintech company, giving leadership a defensible methodology for evaluating growth investments and board-level conversations
Dashboards
Financial metrics dashboards created using data visualization tools and presented to senior leadership — translating complex data into clear, actionable reporting
Analysis
Revenue forecast models built incorporating provider acquisition, retention, and productivity trends — the kind of multi-variable modeling that drives the AI tools deployed today
200%+
YoY revenue growth forecasted and modeled in partnership with a Chief Revenue Officer — translating strategic ambition into a rigorous, investor-grade financial plan
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