AI Product Development · Product Definition and First Deployment

Product Definition and First Deployment

Batch · W3D1

Business Model Canvas

Applied AI · Seoul — every team's idea, the day before they shipped it

From the dayProduct Definition and First Deployment

CliniGuide

Ana O.

An AI clinical assistant that gives residents trusted answers from hospital protocols and medical guidelines in seconds.

LingoGo

Mila D.

Speak naturally with anyone while travelling, through instant translations read aloud in real time.

Audience Simulator

Ivi & Karyme M.

Know how people would react to the topic you want to cover — without interviews or extensive research.

One-App Travel

Bauti & Niko

Having to use tons of apps — Get Your Guide, Airbnb, Skyscanner, Booking — when you could have them all in one.

Safe-by-Design

Ana Á.

Design spaces and safety more easily, without mistakes.

CrisisGuard AI

Miranda

BloodLink

Paula M.

ArchForm AI

Karol C.

Nestly

Emiliano A.

Palette

Daniel A.

Sazón

Renata L.

SkinSight AI

Mariana T.

Fixly

Hyun P.

NearFind AI

Natalia N.

Voya

Raúl O.

Roamly

Marcelo M.

SiteScribe

Guillermo M.

Nourish

Bárbara M.

ChefLens

Patricio F.

Between Campus

Noé M.

Aevum Health

Jeshua J.

Guardian AI

Connie C.

Queueless

Angie

Picky

Aaron

RepTime

Fernando

Fixora

Eduardo A.

The Act Beauty

Mateo M.

ArchiSpark AI

Victoria

MedAI

Melinda S.

NourishBook

María H.

Local Style

Indira

TerraRide

Cesar A.

GlowCheck

Ana R.

LumiShop

Sarahi L.

VIA

Rebecca

CliniGuide

Ana O.

1Problem

Residents and doctors waste time searching lengthy clinical guidelines, hospital protocols and drug references while managing several patients. They switch between UpToDate, hospital PDFs, calculators and messaging apps, and rely on Google, colleagues and memory.

4Solution

AI search across protocols, guidelines and references. A patient-specific checklist generator (admission, discharge, sepsis, stroke). A drug-dosing, interaction and calculator hub in one app.

8Key Metrics

Daily Clinical Sessions — the number of times a doctor completes a clinical search or decision-support task during care. Real usage, not downloads.

3Unique Value Proposition

An AI clinical assistant that gives residents trusted answers from hospital protocols and medical guidelines in seconds.

9Unfair Advantage

Exclusive hospital partnerships for institution-specific protocols, plus clinician-verified AI. As more hospitals contribute protocols, the platform gets harder to copy.

5Channels

Teaching hospitals and residency programs; physician and resident WhatsApp / KakaoTalk groups; conferences, orientation sessions and medical-school partnerships.

2Customer Segments

First- and second-year medical residents (PGY-1, PGY-2) in emergency medicine, internal medicine, surgery and ICU at teaching hospitals — highest workload, greatest need for rapid support.

7Costs

AI model API usage; app development and cloud hosting; medical-content licensing and updates; HIPAA / GDPR compliance; support and clinical validation.

6Revenue

Resident subscription US$9.99/mo; hospital and program institutional licences; premium attending-physician features at US$19.99/mo.

LingoGo

Mila D.

1Problem

Travellers struggle to communicate with locals when they do not share a language — in taxis, restaurants, hotels, hospitals and public transport.

4Solution

Real-time voice translation in face-to-face conversation. Automatic spoken playback in the listener’s language. Travel modes for transport, restaurants, emergencies and hotels.

8Key Metrics

Completed translated conversations per active traveller — both people speak, receive a translation, and keep talking instead of leaving after one.

3Unique Value Proposition

Speak naturally with anyone while travelling, through instant translations read aloud in real time.

9Unfair Advantage

Early access to international student and traveller communities in Mexico and South Korea, to test on real conversations, accents and cultural situations.

5Channels

Student and travel group chats; university exchange and study-abroad offices; TikTok / Instagram / YouTube travel creators; QR codes in hostels and airports; a shareable free-trial link.

2Customer Segments

International travellers visiting countries where they do not speak the local language.

7Costs

Speech-recognition and translation model usage; text-to-speech and voice credits; development and maintenance; cloud hosting; app-store fees; marketing and support.

6Revenue

Free tier with limited daily translations; premium at ~$5–$10/mo for unlimited; a $3–$5 short-term travel pass; partnerships with hotels, airlines and universities.

Audience Simulator

Ivi & Karyme M.

1Problem

Knowing how people react to a theme before you cover it — so you do not risk being attacked or ignored for making content people do not want to see.

4Solution

Three bullets, max. The least-tested guess on the page.

8Key Metrics

Users who complete a simulation and then use the feedback to revise their project — proof it helps people decide, not just look.

3Unique Value Proposition

Know how people would react to the topic you want to cover — without interviews or extensive research.

9Unfair Advantage

Direct access to a community of communication, design and animation students to test on and build realistic audience profiles — a unique database of reactions over time. On day one, still being developed.

5Channels

A public website; teachers recommending it as a tool for testing campaigns before presenting them.

2Customer Segments

Artists, students and communicators who do extensive research and interviews just to learn which topics they should and should not cover.

7Costs

AI model credits; website hosting; database storage; design and development software; maintenance and user testing; analytics, security and animation subscriptions.

6Revenue

Freemium — a limited number of free simulations; a student plan around $5/mo, a professional or agency plan $15–$20/mo unlocking more profiles, deeper feedback, comparisons, reports and collaboration.

One-App Travel

Bauti & Niko

1Problem

Having to use tons of apps — Get Your Guide, Airbnb, Skyscanner, Booking — when you could have them all in one.

4Solution

One app to book flights, hotels, tours and meals together and keep everything organised, with a chatbot that helps you plan.

8Key Metrics

How many people have bought services through our app.

3Unique Value Proposition

One sentence a stranger gets in five seconds. Try "X for Y".

9Unfair Advantage

Anyone can copy it, but not the same quality — our research and recommendations would be superior to any competitor.

5Channels

Paying for publicity, and sharing between family and friends.

2Customer Segments

The traveller community; travellers who find it hard to plan their journey.

7Costs

Our time — the most valuable thing — plus a lot of money for software, subscriptions and operation.

6Revenue

A paid subscription, plus small ads inside the app.

Safe-by-Design

Ana Á.

1Problem

When architects design spaces they sometimes do not keep the safety and functionality of those spaces in mind.

4Solution

Comply with building regulations, permits and safety standards; coordinate with engineers, designers and builders; explain ideas clearly with plans, models and presentations.

8Key Metrics

The number of clients who schedule a consultation to start an architectural project.

3Unique Value Proposition

Design spaces and safety more easily, without mistakes.

9Unfair Advantage

The number of clients who schedule a consultation to start a project (left to develop).

5Channels

On the internet and on social media.

2Customer Segments

Architects and their clients.

7Costs

The software programs.

6Revenue

The app would be priced like ChatGPT.