Helping learners avoid wasted time and money by transforming scattered opinions into trustworthy, structured reviews.
Role
Founder, UX Designer, Product Strategist End-to-end ownership from discovery to design, development collaboration, and QA.
Timeframe
8 months (idea to launch)
Platform Status
Live, actively being populated with courses and reviews
Project Overview
Online courses, especially those sold by YouTube creators and independent instructors, are expensive and difficult to evaluate. Reviews on creator websites are often overly positive or controlled by the seller, students often complain in reddit they wasted thousands of money in overhyped courses, while marketplace platforms like Udemy rely on long, generic paragraph reviews that fail to answer decision-critical questions. As a result, learners are forced to spend hours across Reddit and forums trying to piece together trustworthy insights.
Spill the Course is a dedicated review platform that replaces scattered and generic opinions with structured, trust-focused reviews. By guiding reviewers through specific questions and surfacing real outcomes, the platform helps learners make confident decisions faster and avoid wasting time and money on overhyped courses.
Problem
Learners cannot quickly and confidently evaluate whether an online course is worth their time and money because reviews are scattered, biased, or unstructured.
Solution
Designed a dedicated review platform that prioritizes trust, structure, and decision-critical insights over volume and marketing hype.
1. Structured Reviews Instead of Generic Comments
Instead of one open text box, I introduced a guided review format:
- This turned opinions into structured insights and makes comparisons easier.
2. Outcome-Based Decision Signals
I introduced standardized outcome tags such as:
- Course cards show key results and recommendation rates, so users can decide in seconds without reading long reviews.
3. Trust Infrastructure
I implemented:
- Badges are visually differentiated to avoid confusion and maintain credibility.
Impact (Early Validation)
Before building the full product, I tested the structured review format with potential users who had previously purchased online courses.
Expected Product Impact
If scaled, the platform aims to:
⏱ -20%
Users will be able to decide right course faster.
💸 Chances will reduce to waste money on the wrong courses.
💡Instructors could improve their teaching based on reviews.
❌ Users would be evaluate credibility and identify misleading or fake “guru” courses or bad courses easily.
The idea started from my personal frustration. I wanted to evaluate a course by a well-known YouTube UX designer, but every review on the creator’s website was positive. I searched Google, Reddit, and Quora, but there was nothing clear. UX courses in Udemy, reviews existed, but they were long and generic, and didn’t answer my questions as I wanted to know if the content was still updated, whether the course was truly project-based or mostly theoretical, and if it would realistically deliver results.
I ended up spending hours digging through scattered threads to make a decision. A year later, I faced the same problem again That repetition motivated me so solve this problem….!
Research & Validation
What I did
Key Insights
The Frustration in Their Own Words
Competitive Analysis
Before designing Spill the Course, I analyzed platforms across two categories:
1. Course aggregation platforms
2. Established review-driven platforms
| Platform | Primary Focus | Strengths | Limitations | How Spill the Course Addresses the Gap |
|---|---|---|---|---|
| classcentral.com | Course aggregation (universities + marketplaces) |
|
| Supports influencer, independent, and marketplace courses with structured, outcome-based reviews and visible decision signals |
| coursereport.com | Bootcamp reviews |
|
| Applies structured review model beyond bootcamps and introduces fast-scan outcome tags and recommendation percentages |
| switchup.org | Bootcamp comparison & ranking |
|
| Surfaces “Worth the Money” and “Would Recommend” percentages with structured outcomes for faster decision-making |
| spillthecourse.com | Independent course review platform (influencers + marketplaces + independent programs) | Structured review format, outcome-based tags, recommendation %, value signals, add-missing-course flow | Early-stage platform, relies on user contributions | Designed to reduce research time, centralize independent reviews, and make course evaluation clearer and faster |
Review Driven Platforms I Studied
G2:
Used this model to design outcome-based course reviews
Glassdoor:
Applied a transparency-first approach to my platform
TripAdvisor:
Designed a low-friction “Add Course” option to prevent drop-off
Trustpilot:
Applied clear messaging around authenticity and no paid review removal
Design Approach
Figma brainstorm: Before designing anything, I opened Figjam and mapped the whole system.
- Mapped review questions
- Defined what a user can do & admin can do
- Prioritized important features of MVP
- Created sitemap
- Defined future user features and admin tools
- I studied how other platforms collect and display reviews, mapped their flows
AI exploration: Instead of starting with traditional low-fidelity wireframes, I used AI UI tools (such as Lovable and UX Pilot) to quickly explore layout directions and interaction patterns. This allowed me to test multiple concepts fast, then refine and systemize everything properly in Figma.
After validating the structure, I redesigned everything properly in Figma with autolayout and consistent components.
Key User Flows
1. Finding and evaluating a course
UX Focus:
2. Writing a Review
UX Focus:
3. Browse & Compare Courses
Goal: A student wants to explore options.
Flow:
UX Focus:
4. Contribute & Build Credibility
Goal: A returning user wants recognition.
Flow:
UX Focus:
Testing & Iteration
What’s Next!
Spill The Course is live and fully functional, here are some of the features for next phase –
From a business perspective, the long-term model includes affiliate partnerships and premium visibility options, without compromising review integrity.
The goal is to evolve the platform into a scalable, trust-first ecosystem where students, reviewers, and instructors all benefit , while keeping transparency at the core.