Parrobot
Parrobot
Parrobot

ROLE

Lead Product Designer

Lead Product Designer

TIMELINE

8 months

TEAM

1 PM, 3 engineers, 1 content lead

SCOPE

Figma, Voiceflow…

An AI guide that meets every entrepreneur where they are.

Some had never used a computer. Others already had a business plan. Parrobot adapts every lesson to each person, and stays with them until the end.

+0%

completed the programme

+0%

used Parrobot every week

4.0/5

average rating of its answers

ParrobotOnline

An AI guide that meets every entrepreneur where they are.

Some had never used a computer. Others already had a business plan. Parrobot adapts every lesson to each person, and stays with them until the end.

+0%

completed the programme

+0%

used Parrobot every week

4.0/5

average rating of its answers

ParrobotOnline

An AI guide that meets every entrepreneur where they are.

Some had never used a computer. Others already had a business plan. Parrobot adapts every lesson to each person, and stays with them until the end.

+0%

completed the programme

+0%

used Parrobot every week

4.0/5

average rating of its answers

ParrobotOnline

00 · ABOUT BRIDGE FOR BILLIONS

An online incubator built for first-time founders.

An online incubator built for first-time founders.

Bridge for Billions helps early-stage entrepreneurs, many from underserved communities, turn an idea into a business. Its programmes run with partner organisations and pair each founder with a volunteer mentor.

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Photo one01 / 12

01 · THE PROBLEM

The people who needed it most left first.

The people who needed it most left first.

Before Parrobot, half the entrepreneurs dropped out. Most had little digital or educational experience, the people the programme was made for.

ACTIVE PARTICIPANTS BY WEEK

40%60%80%100%W1W4W8W12W16W20W24ENDBefore · 52%First month: 1 in 5 goneWith Parrobot · 89%

WHY THEY LEFT

01

The platform was the first barrier.

Logging in, menus and forms came before any learning.

02

One level for everyone.

Lessons assumed business vocabulary many had never heard.

03

Alone between sessions.

Stuck on a Sunday, with nobody to ask until next week.

02 · RESEARCH

What we heard, and what we decided.

What we heard, and what we decided.

We talked to past participants, half of them dropouts, surveyed many more and watched how people actually used the platform.

18 in-depth interviews,

9 with dropouts

64 survey responses

from past participants

40 platform session

recordings reviewed

FROM INSIGHT TO PRINCIPLE

“I spent the first week just trying to log in.”

DROPPED OUT · WEEK 3

PRINCIPLE 01

Talk, don’t navigate.

No menus to learn. A conversation is the one interface everyone already uses.

“The lessons used words I had to look up every time.”

DROPPED OUT · WEEK 6

PRINCIPLE 02

Meet them at their level.

Same goals for everyone, different ways in. Nobody left behind, nobody held back.

“When I got stuck on a Sunday, there was no one to ask.”

FINISHED THE PROGRAMME

PRINCIPLE 03

Never leave them alone.

Help at any hour, and a human when the AI isn’t enough.

03 · WHO WE DESIGNED FOR

Three starting points, three levels.

Three starting points, three levels.

Research showed three very different starting points. Instead of one course for everyone, each one became a level: Parrobot asks three quick questions and adapts every lesson from there.

A
Amina, 41STARTER

Cooks for her neighbourhood. Uses WhatsApp, has never used a laptop.

DIGITAL CONFIDENCE
J
Javier, 29BUILDER

Runs a repair shop. Online, but never planned prices or finances.

DIGITAL CONFIDENCE
L
Laura, 35READY

Has a project and a basic plan. Wants to grow and find funding.

DIGITAL CONFIDENCE

04 · CONVERSATION DESIGN

Designing the conversation, not the screens.

Designing the conversation, not the screens.

Before any UI, I mapped how Parrobot should talk: how it finds each person’s level, how it teaches, and when it steps aside.

FLOW 01 · ONBOARDING QUESTIONNAIRE

WelcomeParrobot says helloQ1 · Business plan?Q2 · Customers?Q3 · Prices & costs?Q4 · Using a computer?Q5 · Time per week?ONE PER SCREEN · BUTTONS ONLYScore 0–10weighted answersSTARTER0–3 · plain words, 1 idea per stepBUILDER4–7 · examples + short tasksREADY8–10 · deeper, faster, skip basicsFirst lessonat their levelCHANGE LEVEL ANY TIME

FLOW 02 · THE LESSON LOOP

Lesson stepshort, at their levelCheck question“Can you give an example?”Understood?YESNext step+ small win 🎉REPEAT FOR EVERY STEPNOExplain againsimpler + an exampleSTUCK TWICEMentor handoverbooked in the chatANY QUESTION, ANY TIMEOut of scope?money · legal · personal

05 · DESIGNING THE INTERFACE

One door instead of six.

One door instead

of six.

The old platform had six ways to ask for help: a help drawer, tips, examples, deep dives, hints inside each field and the community. People didn’t know which one to open, so they opened none. Parrobot replaced them all with one conversation, always in the same corner.

01Help drawer
02Tips
03Examples
04Deep dive
05Field hints
06Community
Ask Parrobot
Before · 6 doors
1
Help drawer
2
Tips
3
Examples
4
Deep dive
5
Field hints
6
Community
Help was split across six places, each with its own rules. Most people opened none.
After · 1 door
1
Parrobot
One conversation in the same corner of every screen. It knows which step you're on.

THE REDESIGN · BEFORE → AFTER

With help in one place, the rest of the platform followed: one home, one question at a time, and visuals instead of tables.

app.bridgeforbillions.org
BEFOREREDESIGN
What I changedOne home: where you left off, every tool with its progress, and your mentor's next session.

06 · TESTING

Two rounds with real participants.

Two rounds with real participants.

10 past participants per round, from all three levels, on their own phones. What failed in round 1 shaped round 2.

TASK SUCCESS BY ROUND
Round 1Round 2
Finish the questionnaire
0%
0%
Complete lesson step 1
0%
0%
Ask Parrobot a question
0%
0%
Book a mentor
0%
0%
Findings → changes
FindingSeverityWhat we changed
Typing answers on a phone made people stop.
HIGH
Replaced open questions with buttons.
12 questions felt like an exam.
HIGH
Cut to 5, one per screen, with a progress bar.
Mentor handover looked like an error.
MED
Redesigned as a friendly card with the mentor's face.

07 · DESIGNING FOR TRUST

What happens when the

AI gets it wrong?

What happens when the AI gets it wrong?

An AI guide for first-time founders can’t afford to sound sure when it isn’t. I designed three rules for the moments where Parrobot could fail people.

Parrobot
● Online
01 · When it doesn't knowIt says so, instead of guessing.A wrong answer delivered with confidence breaks trust fast. Parrobot names its limits and points to someone who knows.
Parrobot
● Online
02 · When it isn't its callMoney, legal and personal go to a human.Some questions need a person. Parrobot hands them to the mentor, with the context already shared.
Parrobot
● Online
03 · When levels differSame idea, explained for each level.Starters get plain words and one idea per message. Ready founders skip the basics and go deeper.
1 in 8conversations were handed to a mentor. That was the design working, not failing.

08 · Impact

0%

of entrepreneurs finished, up from 52%.

Parrobot worked alongside mentors and live sessions. This is the result of the whole programme, not the AI alone.

Parrobot

0%used it every week
0conversations in 6 months
0.0/5rating of its answers
0 in 8conversations handed to a mentor

Participants after the programme

0%would recommend it
0%obtained external funding
0%had created paid jobs
+0%more Starter-level participants finished

Sources: platform analytics · post-programme survey

09 · What I learned

Designing AI for people who’ve never used a computer.

01

Design the conversation before the screens.

The flows and scripts did more for usability than any visual decision.

02

An AI needs limits as much as answers.

Deciding what Parrobot shouldn’t say was as important as what it should.

03

Support is part of the product.

The AI worked because there was a human behind it.

What I’d do next

Voice notes, for people more comfortable speaking than typing.

It was the most requested feature after launch.

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