Growth Update
My user base has grown from 600+ to 800+ signups since my last update, with most new users coming from my Reddit post about the English tutor launch.
What I Accomplished
Planned goals
- Launch English tutor
 - Launch new welcome chain
 - Launch AI prompts handler and study resources
 - Start mother tongue tutor (Chinese and Tamil)
 - Beef up blog with English/GP guides (failed)
 
Unplanned wins
- Launch 5 character.ai type personas for students
 
I shipped the English tutor, revamped the welcome chain, and integrated Chinese (though not yet rolled out). I also created 5 character.ai type personas for students to interact with, which wasn’t in my original plan.
Overall grade: A-
Key Learnings from User Analysis
After reviewing over a thousand chat messages, I’ve identified several important patterns:
Subject-Specific Trends
Math
- Users get frustrated when the solver shows unclear steps or provides incorrect answers
 - Students primarily use the math solver for practice papers and tutorials
 
English
- Fewer repeat users compared to Math (possibly due to less frequent practice needs)
 - Users tend to ask fewer questions overall
 
Hangout Mode
- Polarized reactions: some love it, others find it “lame” to talk to AI
 - Engaged users spend all free messages on a single conversation
 
User Behavior
- Users rarely switch between subjects, sticking to what they initially came for
 - Most active users are junior college students
 - Some students repurpose the Math tutor for Physics and Chemistry questions
 - Students often seek urgent help (GP essay due tomorrow, math problems, etc.)
 - Frustration rises when urgent needs aren’t met
 - Mode confusion exists (e.g., students using hangout personas to solve academic questions)
 
Power User Profiles
- Struggling student retaking O levels
 - JC students using AI to complete math tutorials
 
Remaining Questions
- Why don’t many users activate their account or send their first message?
 - What prevents users from returning after initial use?
 
Self-Assessment
What I Did Well
I maintained rapid experimentation (English tutor, hangout personas, welcome chain). Shipping produces valuable data. My guiding question remains:
How can I ship this feature in 10x less time?
Mistakes I Made
I should have analyzed user behavior much earlier. I need to be an expert at understanding my users to build something they want.
Strategic Pivot
Adding more subjects isn’t enough. My reflections reveal deeper issues:
- Wrong answers create significant user frustration
 - Users lack a clear improvement path and can’t track progress
 - The system struggles to identify specific weaknesses
 - Being just a “homework solver” isn’t a compelling value proposition
 - Parents pay for grade improvement, not homework shortcuts
 - JC students show highest demand and engagement
 - Regular return visits require structured revision and practice systems
 
The Ideal Product Would:
- Deliver consistently correct answers
 - Create daily return motivation
 - Make learning enjoyable
 - Track progress meaningfully
 - Identify weak areas precisely
 - Demonstrably improve grades
 - Elicit enthusiastic approval from both students and parents
 
Next Steps
Rather than expanding breadth, I’m focusing on depth with a single subject tutor.
I’m leaning toward English/GP because:
- It doesn’t require a rigid syllabus
 - It’s broadly applicable
 - AI can provide genuinely valuable writing feedback
 
Before building, I need to:
- Validate if there’s demand
 - Develop marketing materials to clarify my value proposition
 - Validate if the product will make parents and students go “hell yeah”
 - Set clear boundaries on features and scope
 
Target price point: SGD7 per week
This Week’s Goals
- Finalize product concept (subject, core features, deliberate limitations)
 - Create compelling marketing materials
 - Complete working prototype