PROOF

Five Years Ago, I Placed First in a Global AI Competition With No Engineering Degree. Here Is Everything I Actually Built.

It was a Saturday. I was walking outside with a friend when I looked down and saw newspapers on the ground — delivered to every house on the block.

My friend said: oh, look, there are some newspapers here.

I picked one up.

My face was on the front page.

Every house on that street had a newspaper with my face on it. I was standing on the sidewalk looking at myself on every front door.

How does a non-technical founder from San Diego end up on the front page for a voice app she built in five weeks for women in danger?

April 22, 2021. First place. Globally.

I want to tell you everything about those five weeks.


I did not walk into that competition. I earned my way in.

In January 2021, I enrolled in Amazon's AWS and Alexa Skills Kit training program. Five weeks. Three meetings per week — learning from zero how Alexa processed language, what the back end looked like, how a voice skill was actually structured. At the end of those five weeks, I earned my AWS Certificate of Achievement.

Then the competition opened.

No engineering degree. No technical background. Just a business, a team, and a pattern I had already learned: if a new technology opens a door, you walk through it before it closes.

I did not know if I belonged in that competition. I entered anyway.

It was early 2021. We were still inside COVID. The world had been locked down for nearly a year. While most people were surviving, EDequity.Global — a global coalition advancing cloud education and economic equity for women and BIPOC youth through Amazon Web Services — opened a competition: the Global Amazon Alexa Skills Challenge. 46 women, marginalized students, and entrepreneurs from Nigeria, North America, India, Kenya, Brazil, and Mexico signed up to build something meaningful with Alexa, anchored to the United Nations Sustainable Development Goals. The best would present at the Global Innovation Summit.

I was one of them.


The original idea was not a safety app. It was a therapist.

Women experiencing psychological abuse and mental health challenges had nowhere to turn.

A private therapist was expensive. Inaccessible. Stigmatized. And nothing existed in voice form — available in the home, private, any time, without an appointment or a co-pay or explaining yourself to a receptionist.

That was the seed. A voice-activated therapist designed specifically for women.

From there, everything grew. If a woman was already using the app — if she was already in the home, already in a relationship with this tool — what happened when she needed to get out right now? When she couldn't call? When she couldn't speak openly? When her abuser was in the next room?

The tampon code was the answer.


Here is what we were actually building. And why it mattered.

The problem.

One in four women in the United States had experienced rape, physical violence, or stalking by an intimate partner. Ninety-four to ninety-nine percent of domestic violence survivors had also experienced economic abuse. COVID made it worse — domestic violence incidents increased twenty-one to thirty-five percent during quarantine.

Think about what that means in practice. A woman financially dependent on her abuser has no independent bank account, no car in her name, no way to make a call without being heard. COVID closed the doors she might have used to escape: shelters were at capacity, offices were shut, the outside world had effectively disappeared. She was alone at home. With the problem. With nowhere to go.

We were not building an app. We were building an exit for women who had none.

At the time, I said it this way: "Brazil is a very chauvinist country, where every four minutes the police register violence against women and every nine minutes a woman is raped. It is my passion to take this business idea further to make the world more equal for all of us women."

I meant every word.

The frame: United Nations Sustainable Development Goal #5 — Gender Equality.

Amazon did not just run a voice app competition. They structured the entire challenge around the United Nations Sustainable Development Goals — 17 global priorities the UN set for humanity. Every team had to anchor their work to one of those goals. The judges scored explicitly on how directly each skill addressed its chosen goal.

We built Glow Up Damas around Goal #5: Gender Equality. Not as a marketing angle. As the actual architecture of what we were solving. Every feature — the mental wellness support, the covert escape system, the economic independence tools — existed because Goal #5 demanded it. Not as an afterthought. As the foundation.

The escape system. The thing that won.

Every subscriber received a welcome package delivered to her home. Inside: a free tampon. Inside the tampon: a secret code.

That code activated a covert voice command via Alexa — a code her abuser would never know to look for, never think to intercept. She spoke the phrase. Alexa retrieved her home address through Amazon's Device Address API — already linked to her Amazon account, no typing, no looking anything up. Alexa called a free Waymo ride — a self-driving taxi — and got her to safety.

No visible call to make. No explanation required. No moment where she had to ask for help out loud in a room where she was not safe.

Ten percent of every membership funded rides for women who couldn't pay for one.

One detail from our design notes stays with me. We planned a message that would go to the driver:

"This is an emergency from a domestic violence survivor. Please have your package ready to give to them the moment they get in the car. If a man comes to pick it up — hand him the tampon."

A note on Waymo: almost nobody had heard of it in early 2021. It was a self-driving car service that barely existed in the public consciousness. We were building with a bleeding-edge API from a company most people had never encountered.

The full app.

Beyond the emergency system, Glow Up Damas was built for daily use: mood check-ins, self-care practice, calming meditations, affirmations, resources and education. Automatic text alerts to a trusted contact if something was wrong. Direct connection to the YWCA San Diego Becky's House — a twenty-four-hour domestic violence hotline — as the human backup when AI was not enough.

Miro board showing the conversation flow and branching logic of the Glow Up Damas Alexa skill — built in 2021
Miro board — Glow Up Damas conversation architecture, 2021

Before I pitched, a mentor changed how I understood what I had built.

Curtis Chambers — former Director of Engineering at Uber, seventh employee — became my mentor before that competition existed. I met him at a conference, we went for coffee, I asked him to mentor me. When I joined the competition and told him what I was building, we had two calls on Zoom. He walked me through how the ride integration could actually work inside an Alexa skill, what it would take to make the prototype credible to judges, and what a non-technical founder needed to understand to compete. He was kind. He was patient. He treated me as a founder who understood the problem — not as someone who needed to be protected from the technical complexity.

Uber's founding engineer saw potential in a non-technical founder with a five-week-old prototype and an idea she would not let go of. I placed first globally. He was part of why.


We pitched in front of the world. We placed first.

Forty-six builders. Six countries. Nigeria, Kenya, India, Brazil, Mexico, North America. One competition.

The judges scored on innovation, technical depth, user experience, engagement potential, and direct alignment to a UN Sustainable Development Goal. We had built Glow Up Damas around Goal #5 from week one — not as an afterthought but as the architecture. Every feature existed because gender equality demanded it.

Glow Up Damas scored across all of it.

The moment they called our name.

AWS Demo Day. Live. Amazon had also brought in a speaker from the United Nations to present alongside the announcement. I was watching the screen. I did not expect it. When they called our name, I made a small speech. I was so happy I did not know what to say.

VIDEO: AWS Demo Day — live winner announcement
Watch the live winner announcement →

One of the judges that day was Dr. Silvia Mah — Founder of AdAstra Ventures, Forbes Council Member, angel investor, and TED Talks speaker. She had scored our work. She knew what it meant that a non-technical founder had walked into a global competition and placed first.

After the win, she became my mentor.


And then the world found out.

The first thing I asked Dr. Silvia Mah after the win: should I write a press release? She did not just say yes. She said: I am going to help you with this. She introduced me to a PR firm — people who had relationships with journalists. I worked on the press release. The firm sent it out. Journalists got excited. It started publishing at Yahoo News.

And then something happened that nobody plans for.

A snowball.

Other publications picked it up. Then more. All over the world. My father was collecting every link — he was so happy watching it spread. And then he did what my father does: he started making calls to journalists in Brazil. Olhar Digital. Canal Tech. Two of the most respected technology publications in the country. They were interested. They published.

Our local San Diego newspaper picked it up too — not because we sent it to them. The editor saw my posts about the coverage and reached out: send me the press release. I sent it. I did not know which paper it was for. So much was happening at once I was not tracking it — I just sent it and moved on.

Then came that Saturday. The walk. The newspaper on every front door. My face on the sidewalk of every house on the block.

It ended up being the biggest media coverage I had ever received in my entire life. I still have that newspaper framed in my home.

Shortly after, Forbes reached out. A journalist sent me a questionnaire. An interview with Forbes had been on my bucket list for as long as I could remember.

She sent me the questionnaire two days after my father passed.


My father built IT infrastructure for cities. I build AI infrastructure for founders.

Marcos Welsh Carboni had spent twenty-nine years building the technology infrastructure of the Tribunal de Contas do Município de São Paulo — the institution that audits the financial accountability of São Paulo's entire city government.

He was recruited personally by the tribunal president, Dr. Paulo Planet, to build their technology department from nothing. Before him: no department. No infrastructure. No digital systems.

He walked in and invented it.

Twenty-nine years. Networks, database administration, cybersecurity. He modernized the infrastructure of an institution that served the financial accountability of millions of people. He did not inherit a system. He was hired to create one.

His philosophy: "vai com medo mesmo, só vai, enfrenta o medo, do outro lado tem adrenalina e só coisas boas."

Go even if you are scared. Just go. Face the fear. On the other side there is adrenaline and only good things.

When he passed, I found every phone he had ever owned — still in their original packaging. Every game console since the beginning. Preserved. Cared for. He was the kind of person who kept things because technology was never just tools to him.

May 11, 2021. He went to the hospital. He never came home.

May 17. Induced coma. The borders were closed. I could not cross the ocean in time.

I was in such a dark place that I could not get out of bed for a week. I did not answer Forbes. I lost the interview. I lost the momentum on the app. My grief paused that project — and several others — and I am only now, five years later, ready to say that out loud.

I was sad about it for a long time. Ashamed, even — which I know does not make sense, but grief does not make sense.

The app was always a prototype. The win was real. The technology was real. The women it was built for are still out there. Something with those same capabilities — a voice-based support system for women — is something I am working toward again. Five years later. With everything I have built since. The women it was designed for have never stopped being the reason I build.


Everything I built in 2021 — every component of Glow Up Damas — maps directly to what modern AI systems do automatically today:

What we called it What AI calls it
Utterances — every way a woman might ask for the same thing Training data for intent recognition
Slots — the safe word and phrase the system needed to pull from speech Entity extraction
Dialogs — every conversation turn mapped: she says this, Alexa responds, then this happens Context management
Response templates — exactly what Alexa said in each situation Output generation
Branching logic — emergency or non-emergency? the full decision tree we built by hand Reasoning layer
API integrations — Waymo, Device Address, Reminders, crisis hotline Tool use — reaching outside the conversation to take real action in the world

We wrote fifteen different ways to say "I need a tampon" — because a woman in danger might say it any of those ways:

"I got my flow today, I'm so scared."
"I'm having a rough day, I feel so gloomy, lend me the tampon."
"I'm so weary, get me the tampon, please."
"Is the free pad available?"
"I need free tampon ASAP."
"I ran out of tampons, can I have one?"

These are all the same sentence. They all mean: I need help. I am scared. Come get me.

We wrote every version by hand. We taught the machine: regardless of how she says it — this is what she means.

A large language model learns all of that automatically from millions of examples. We did it on a Miro board with sticky notes. But the structure — what we were building — is identical.

When I look at this now, I think: if there had been an LLM at the time, I could have built that entire app in a weekend.

We were not behind the curve. We were building the curve by hand.


Five years later. This is what I built since.

He never saw what came next.

Today, DanielleVantini.com goes live. I'm launching an AI coaching business. A twenty-seven-agent operating system runs my entire company — every pipeline, every workflow, every system. Built the way he would have built it. Understanding every piece. Knowing what each one does. Taking it apart to understand it, and putting it back together to make it run.

My father built computers from spare parts in Brazil so his friends could afford them and feed their families. I use AI to give non-technical people access to power that was never meant for them. This is not a business. This is a continuation.

If anyone can build a computer wherever he is, it's him.

He passed in 2021. He never saw what came next. But he built the person who did. Everything I launch with technology, every person I teach about it, every AI system I build — is how I make him proud.


April 22, 2026.
Five years ago today, everything started.
Today, it continues.


The window is open. Right now.

If you are a non-technical founder who thinks AI is not for you — the 2021 version of this story is for you.

Nobody in that competition had an advantage. Forty-six people from around the world, all starting from the same place. I came in with a training I earned and an idea I would not let go of. That is it.

That is still the move.

The Agentic AI era — AI that does not just answer but acts, builds, and executes entire workflows — is just beginning. The gap between the people who are learning now and everyone else is opening faster than any technology shift before it.

I work with founders and business owners who want to build AI into their actual operations — not as a trend, but as infrastructure. That is exactly what I help people build →

Want to understand the full picture of who built me? Read my story →

Want to understand what came two years after this win? Read: How I Trained My Entire Team on ChatGPT in 2023 →

The window is open. Your move.

Frequently Asked Questions

Can a non-technical founder win an AI competition?

Yes. Danielle Vantini won the Global Amazon Alexa Skills Challenge in 2021 with no engineering degree — after completing five weeks of Amazon AWS and Alexa Skills Kit training. Technical background is one path. Learning fast and understanding the problem deeply is another.

What is Glow Up Damas?

Glow Up Damas is a voice-activated safety and wellness app built for women experiencing domestic violence, designed by Danielle Vantini for the Global Amazon Alexa Skills Challenge 2021. It included a covert tampon code that triggered a free Waymo ride to safety — no visible call, no explanation required.

What does the Amazon Alexa Skills Challenge first place win mean?

First place globally in the 2021 EDequity Global Amazon Alexa Skills Challenge, judged against 46 builders from six countries, scored on innovation, technical depth, user experience, and alignment to UN Sustainable Development Goals. Danielle's team won with Glow Up Damas, anchored to UN SDG #5: Gender Equality.

How does Glow Up Damas relate to modern AI?

Every component of the 2021 Glow Up Damas Alexa skill maps directly to what modern AI systems do automatically: utterances = training data for intent recognition, slots = entity extraction, dialog management = context management, branching logic = reasoning layer, API integrations = tool use. Glow Up Damas was building the architecture of modern LLMs by hand.