Fall 2023. I started my doctoral program in SEO. May 2024, six months in, Google dropped AI Overviews at scale.
I had two choices. I could wait to see how it settled. Or I could rebuild from scratch in the middle of the shift and document everything I Iearned.
The research framework I had been building was suddenly behind the curve of a landscape that was actively forming in real time. So I started again with new research, a new thesis, new case studies, and this time I studied the field as it was forming. I finished my doctorate in SEO, Answer Engine Optimization, and Generative Engine Optimization with firsthand research credentials that only exist because I was in the middle of it when it changed.
I rebuilt and onboarded 40 businesses to test what was actually working in the new landscape. I documented what held, what failed, and what the shift actually meant for founder-led businesses trying to grow without enterprise budgets.
What I built from that research became Upstream Revenue Architecture and Melanie Hoggan & Co.
Why I Built This and Who I Built It For
I grew up watching my father try to get one idea to go.
He was a builder and a creator. A man with genuine vision who spent his whole life pitching the next thing. We went without lights. Without hot water. We ate oatmeal for weeks. We moved eleven times before I was thirteen, often in the middle of the night because the rent wasn't there.
He never stopped believing. And the idea never quite landed.
I have spent my entire career trying to figure out why and what could have been different if someone had shown him where the real leverage was.
The leverage was always upstream. He just never had anyone show him where upstream was.
My mother is an immigrant from Guatemala. She is a master sous chef, pastry chef, and fruit carver. She speaks with a thick accent and she is still working at 72 for less than twenty dollars an hour.
She has mastery most people will never have. She can execute on a deadline most kitchens would collapse under. She learned to do more with less before that was a business philosophy. She watched a depression-era entrepreneur squeeze every drop of juice out of what was available, and she did the same, in a country that was not hers, in a language that was not her first.
What she never had was anyone who could show her how to turn what she was worth into what she earned.
That gap, between mastery and margin, is the one I am built to close.
I do not build tools that look good in a pitch deck. I will not sell a founder a $700-a-month retainer wrapped around a $100 tool. My long-term goal is to make this work affordable, accessible, and automated for ten million business owners.
The hours founders spend in the trenches should not just equal their superpower being out in the world. The revenue margin should make the sacrifice worth it.
Founders are living in enough risk. Visibility should not be one of the places they have to wonder if it's going to work.
What Ground-Floor Research Actually Means
There is a difference between someone who studied the AI shift after it became a market trend
and someone who was doing the research when it happened.
I was six months into my doctoral program, concentrated in SEO, AEO, and Generative Engine
Optimization, when Google's AI Overviews launched at scale in May 2024. I was not reading
about it in a newsletter. I was watching it happen in my research data in real time.
I rebuilt my entire doctoral framework from scratch in the middle of the shift. Then I onboarded 40 businesses to test what was actually working in the new landscape while it was still forming.
What I learned from those 40 businesses is not what was being written about in the AEO content that started flooding the market six months later. It is what I observed firsthand, what held, what broke, what the Citation Economy actually rewards, and what most of the market is still getting wrong.
That research is the foundation of every methodology decision in The Revenue Architect Engine. It’s not a trend report or a repackaged SEO playbook. It’s firsthand observation from the ground floor of a transition that is still underway.
What the market is offering right now in the AEO space is largely six months old. FOMO-driven. Tool-wrapped. Sold as a complete solution to a landscape that is still actively forming.
I am not interested in selling you a snapshot. I am interested in building architecture that lasts.
Ground-floor research is not a credential. It is a different category of knowledge entirely, and it produces a different category of methodology.
What I Did Before May 2024
I started college at sixteen. I had been training as a classical violinist and concert pianist since the age of three, the kind of training where precision is not optional and performance under pressure is just Tuesday
That background shaped how I work with founders more than any marketing credential I have earned since. I was trained to hear the overtones beneath the note. To sense what is happening underneath the thing someone is saying. To listen at a level most people don’t.
When a founder describes their business to me, I am not just taking notes. I am listening for the thing they cannot say yet , the superpower they live with so constantly it has become invisible to them.
I taught conservatory-level students for decades while directing an international strings tour group. I know what it means to hold a high standard under real conditions and build something that performs when it counts.
After the music, I spent 5 years consulting in the marketing space, 5 years monetizing influencer audiences and another 3 years serving in a Director of Marketing role, where I tested the earliest versions of what would become The Revenue Architect Engine on a real organization in real time.
The results from that work: traffic doubled in four months with no paid ads. A $750,000 capital campaign goal became $2 million raised with 93% collected in the first year. Our main conversion metric grew 20% consistently across three years.
The methodology was not theoretical. It was tested, measured, and proven before it had a name.
How I Work and Why It Has to Start With You
Your buyers trust AI to build their shortlist before they visit any website.
The Revenue Architect Engine can’t be built without the founder in the room. That is more than a policy, it’s the architecture.
Founders carry their business with them twenty-four hours a day. It is so meshed into their identity that they often lose track of what their actual superpower is, because they live with their gifts every day and they just feel normal. What feels obvious to you is not obvious to anyone else. It is your unfair advantage. And it is exactly what AI needs to cite you instead of your visibility competitor.
The intake is not a form. It is three ninety-minute recorded conversations where I go looking for what you cannot see about yourself and your business.
From those conversations, I extract the current genius, focus, and superpower of your business, unfiltered, in your voice. From that voice, everything else is built: the Question Monetization Map, the Entity Hygiene & Alignment, the anchor pages, the H-tag strategy, the content direction, the GBP optimization. Everything downstream is infused with what came out upstream.
Money moves through questions. AI builds the shortlist then revenue flows to whoever owns the right questions. Do you know which questions are sending buyers to you?
The founder voice is not a content asset. It is the upstream architecture that everything else is built from. We do not automate the founder engagement. We work with you in the room.
Based in Skagway, Alaska. Building
for Ten Million Founders.
I work from Skagway, Alaska, a tiny town in Southeast Alaska that runs on seasonal workers, cruise ships, and people who chose a life that doesn’t fit a standard template.
These businesses have mastery the cruise line economy will never have. They just need to be findable.
I serve on the board of Skagway Child Care Council, the sole nonprofit childcare provider for seasonal workers in the area. I know what it means to live inside an economy that does not have the infrastructure that larger markets take for granted.
My long-term goal is to make Upstream Revenue Architecture affordable, accessible, and automated for ten million business owners. I am not there yet. Right now I work with founder-led businesses directly, implementing methodology as we validate and document across verticals.
But that mission is why every framework decision I make is built for the founder who cannot afford to get it wrong, not for the client who has a team to absorb the mistakes.
The founders I build for are not the ones with enterprise marketing budgets. They are the ones in the trenches, doing the work, carrying the risk, and wondering if the visibility problem is going to be one more thing they cannot solve.
The Short Version
Age 16
Started college.
Trained as a classical violinist and concert pianist. Learned to hear what is underneath what is being said.
Twenty years
Taught students preparing for conservatory auditions. Directed an international strings tour group.
Developed the precision and listening skills that now drive founder voice extraction.
Ten years pre-launch
5 years private consulting work. Five years monetizing influencer audiences under Melanie Hoggan & Co.
Developed early versions of question-based content architecture and learned how discovery actually works at the top of the funnel. Specialized in Product-Led SEO and Search Listening.
Three years pre-launch
Marketing Director, nonprofit, Idaho.
Tested the earliest version of The Revenue Architect Engine in a real organization. Traffic doubled in four months, 20% increase in conversions held. A $750K capital campaign goal became $2M raised. The methodology was proven before it had a name.
2023 — Fall
Enrolled in doctoral program: SEO, AEO, Generative Engine Optimization.
Six months in when everything changed.
May 2024
Google AI Overviews launches at scale. The rank economy shifts to the Citation Economy
Rebuilt the entire doctoral research framework in real time. Onboarded 40 businesses to test positioning in the new landscape as it was actively forming.
Early 2026
Launched Melanie Hoggan & Co. as Upstream Revenue Architecture consultancy.
Working with founder-led businesses under $10M across verticals in the Citation Economy.
Goal
Ten million founders. Affordable. Accessible. Automated.
Not there yet. Building toward it every day.
If You Are Reading This, You Are Already Looking Upstream.
Most founders never get here. They stay in the fog, keep watching the metrics that cannot see the problem, and wait for the marketing to fix itself.
The fact that you are reading the About page of a positioning consultancy means you already suspect the problem is structural. You are right.
The Citation Economy rewards founders who bring forward who they
already are , fully, specifically, coherently
Ready to see how the methodology works?
The three pillars, the intake process, and what gets built — in detail.
Ready to start?
A Revenue Architecture Diagnostic identifies where your entity is fragmented, which questions you are positioned to own, and what the first structural moves are.