Pathfinder AI

AI-enabled career guidance
for high schools

A 0→1 EdTech product that puts college counseling inside every high school — regardless of budget.

Role

Product Design Manager

Timeline

2023 – 2024

Industry

EdTech — K-12

$60K

Beta revenue

$150K

Pre-seed round

$500K

Series A secured


02The Problem

A broken system no one talks about

“$2.87 billion — spent every year by American parents on private college advisors to fill a gap public schools should not have.”

1 in 3

US high schools have a dedicated college counselor

400:1

Student-to-counselor ratio in under-resourced schools

$2.87B

Spent annually on private advisors

The college application process is the most consequential academic milestone most students face — yet the system designed to guide them through it is structurally under-resourced. Pathfinder was built to close that gap with AI.


03My Contribution

Full ownership, end to end

As Product Design Manager I owned the entire design surface — from early strategy through to launch — while coordinating across engineering, research, and external contributors.

Strategy & Planning

Owned the product roadmap, defined OKRs per quarter, and aligned stakeholders from day one through the Series A.

Research & Discovery

Led 56 user interviews across school counselors and students, synthesising findings into actionable design principles.

Design (0 to 1)

Built the complete design system and shipped the product from zero screens to a production-ready experience across two portals.

AI Product Design

Designed Melon — the AI character system — including interaction states, voice and tone, and contextual trigger logic.

Testing & Iteration

Ran structured usability studies via Maze.co, achieving 88% task success and iterating to a 4.8 / 5 path-completion rating.

Marketing & Sales Enablement

Created pitch deck assets, live demo flows, and sales collateral that supported the $500K Series A raise.


04Design Process

Double Diamond — quarterly

The project followed a structured Double Diamond framework mapped across four quarters, with each phase having clear OKRs to keep design and engineering aligned.

DiscoverDefineDevelopDeliver
Q1Ideation

Validate the problem space through stakeholder interviews, synthesise research into personas, and align the founding team on a product vision.

Q2Design

Ship lo-fi to hi-fi across both portals, establish design system foundations, and complete two rounds of school partner validation.

Q3Testing

Run Maze.co usability studies, iterate on the counselor dashboard and Melon AI, and finalise the canvas interaction model.

Q4Launch

Ship V1 to 5 committed schools, collect live feedback, and support the Series A with design-led demo materials.


05Discovery & Research

Talking to the people who live in the problem

Before touching Figma, I spent weeks in the field. Cold outreach to school administrators, career counselors, and students across the US surfaced the patterns that became Pathfinder's design foundation.

105

Cold contacts to school administrators and counselors

56

In-depth user interviews conducted

20+

Early sign-ups before the product existed

Counselor Interview Response Analysis

Counselor Interview Response Analysis

Student Interview Response Analysis

Student Interview Response Analysis


06Pain Points & Strategy

Three problems, one product

01

Counselors carry an impossible load

The average counselor manages 400+ students with spreadsheets and instinct. Personalised guidance is structurally impossible at that ratio without intelligent tooling.

02

Students navigate blind

Most students have no clear, step-by-step roadmap for the application process. Without structure, critical milestones get missed — not from laziness, but from a lack of visibility.

03

Wealth determines access

The $2.87B private advising industry exists because public schools cannot fill the gap. Pathfinder was built to democratise guidance that was previously gatekept by income.

Competitive Analysis Grid: Scoir vs Naviance vs Pathfinder

Competitive Analysis Grid: Scoir vs Naviance vs Pathfinder

ICE Scoring Matrix

ICE Scoring Matrix


07User Personas

Two users, two completely different needs

Research converged on two primary personas: Toby Snow, a junior student overwhelmed by the application process, and Julie Warren, a school counselor managing more students than any one person reasonably can.

User Personas: Toby Snow (Student) & Julie Warren (Counselor)

User Personas: Toby Snow (Student) & Julie Warren (Counselor)


08Ideation & Lo-Fi

From whiteboard to wireframe

Ideation started with physical whiteboarding to map information architecture across both portals, then moved into rapid lo-fi exploration in Figma to validate the core layout decisions before committing to high fidelity.

Information Architecture & Site Flow

Information Architecture & Site Flow

Lo-Fi Whiteboard Sketches

Lo-Fi Whiteboard Sketches

Figma Lo-Fi Canvas Overview

Figma Lo-Fi Canvas Overview


09High Fidelity Design

Two portals, one design system

The product ships as two distinct experiences — a counselor portal for managing students at scale, and a student portal built around the canvas roadmap — sharing a unified component library and visual language.

Counselor Portal

pathfinder.ai / counselor
Pathfinder AI

Hi Admin, Welcome back

35/50 credits used

RECOMMENDED FOR STUDENTS

Career Test

College Exploration Quiz

Professional Development

Layi Wasabi and 24 others took the Career Test

Create custom tests with AI!

See how your Students are feeling

AnxiousMotivated

RECENTLY SHARED TEST

📊

Career Test

📊

Emotional Intelligence

📊

Professional Dev

Counselor Portal — Interactive Prototype

Student Portal

pathfinder.ai / student
Pathfinder AI

Hi Jane, Welcome back!

Your Counsellor

Professor Khan

All Tests

📊

Career Test

📊

College Exploration Quiz

📊

Professional Development

Career Roadmap 💡

An immersive guide to planning out your next steps.

Previous Test Taken

📈

Career Test

You took the Career Test on
April 2nd, 2022

📈

Emotional Intelligence Test

You took the Career Test on
April 2nd, 2022

Student Portal — Interactive Prototype


10Designing Melon

The AI that feels like a teammate

Melon is Pathfinder's AI character — a 3D companion that lives inside the student portal and communicates guidance through three emotional states rather than generic chat responses. The goal was to make AI feel warm, contextual, and purposeful.

Melon AI — 3D Model & Expression States (Happy, Curious, Warning)

Melon AI — 3D Model & Expression States (Happy, Curious, Warning)

HappyMilestone completed

Melon animates into a smile state with a short celebratory message to reinforce positive student behaviour.

Curious3+ days inactive

Melon nudges the student with a gentle reminder and surfaces the recommended next action to re-engage them.

WarningDeadline within 7 days

Melon shifts to an alert expression with a prominent action card and a visible countdown to the deadline.


11Before & After

The design decisions that mattered most

Student Roadmap

Replaced a static checklist of circles with a visual canvas tree — giving students a spatial sense of their full journey and how each task connects to the next.

pathfinder.ai / student
Pathfinder AI

Hi Jane, Welcome back!

Your Counsellor

Professor Khan

All Tests

📊

Career Test

📊

College Exploration Quiz

📊

Professional Development

Career Roadmap 💡

An immersive guide to planning out your next steps.

Previous Test Taken

📈

Career Test

You took the Career Test on
April 2nd, 2022

📈

Emotional Intelligence Test

You took the Career Test on
April 2nd, 2022

Student Portal — Interactive Prototype

Counselor Dashboard

Replaced passive data cards with the Melon multimodal widget — surfacing the highest-priority students with context so counselors can act in one click, not five.

pathfinder.ai / counselor
Pathfinder AI

Hi Admin, Welcome back

35/50 credits used

RECOMMENDED FOR STUDENTS

Career Test

College Exploration Quiz

Professional Development

Layi Wasabi and 24 others took the Career Test

Create custom tests with AI!

See how your Students are feeling

AnxiousMotivated

RECENTLY SHARED TEST

📊

Career Test

📊

Emotional Intelligence

📊

Professional Dev

Counselor Portal — Interactive Prototype


12Testing & Results

Validated before launch, not after

Structured usability testing via Maze.co with students and counselors across 3 school partners gave us the data to iterate with confidence before shipping V1.

88%

Task success rate across usability studies

80%

Path completion rate in guided test sessions

4.8/5

Average student rating for roadmap clarity

Maze.co Usability Test Dashboard Screenshot

Maze.co Usability Test Dashboard Screenshot


13Design System

Built to scale, not just to ship

The design system was established in Q2 and extended continuously through launch. Typography, colour, spacing, and component decisions were documented in Figma with engineering handoff in mind from day one.

Brand

Pathfinder AI wordmark

“The career guidance AI for high school students”

Colour

Primary

#596EA5 · Blue

Secondary

#746BEB · Violet

Dark

#131825 · Ink

Surface

#F5F5F5 · Off-white

Typography

Space Grotesk — Headings

Aa Bb Cc 123

ABCDEFGHIJKLMNOPQRSTUVWXYZ

Bold · SemiBold · Medium

DM Sans — Body

Aa Bb Cc 123

abcdefghijklmnopqrstuvwxyz

Regular · Medium · Light

Components

Explore Path
Ask Melon
Secondary

Mode icons


14Impact

Shipped to 5 schools. Helped close a round.

Pathfinder launched to 5 committed partner schools in Q4. The product experience — and the design process behind it — played a direct role in securing the Series A.

+22%

UX score vs. category benchmark

80%

User satisfaction across both portals

$500K

Series A secured post-launch

4.8★

Average rating from school partners


15Learnings

What building 0 to 1 actually taught me

01

Know your technical constraints before you design

The canvas nearly didn't ship because I validated feasibility too late. I now treat the tech lead as a design collaborator from ideation, not a handoff recipient.

02

Managing external contributors requires design leadership, not just design skills

Bringing in an external canvas developer shifted my role into translating between design intent, business timelines, and a contractor's workflow. It made me a stronger design manager.

03

A delayed launch with 5 committed schools beats a rushed launch with none

We launched later than planned but with real schools actively giving feedback. Protecting V1 quality — even at the cost of timeline — was the right call.

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