Learn together anonymously. No judgment, just progress.
Students lack personalized instruction and a judgment-free space to learn at their own pace, causing them to fall behind in one-size-fits-all classrooms.
CircleWise matches K-12 students with anonymous peers facing the same challenges for collaborative learning sessions. Through moderated text and low-data voice rooms, students explain concepts to each other, ask questions safely, and build confidence. AI moderation ensures accuracy and positivity while suggesting structured discussion paths aligned to local curricula.
K-12 students in under-resourced schools and developing countries (esp. Sub-Saharan Africa and Southeast Asia)
Anonymous peer-to-peer learning circles that harness the 'learning by teaching' principle at scale, creating social accountability without social risk — especially powerful in cultures where admitting confusion carries stigma.
friendly, community-oriented, safe
AI pairs students by grade, subject, current mastery level and learning pace
Real-time text chat with AI that corrects misconceptions gently
Push-to-talk voice discussion for students with limited typing skills
AI generates guided questions to keep sessions productive
Private score based on helpfulness (not visible to peers)
Real-time toxicity and accuracy detection with human escalation
Students can join recurring weekly study groups
Teachers can view anonymized group progress with permission
Celebrates students who explain concepts well
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| phone | text | No |
| grade | int | No |
| anonymous_name | text | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| subject | text | No |
| avg_mastery_level | int | No |
| status | text | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| circle_id | uuid | No |
| user_id | uuid | No |
| content | text | No |
| is_voice | bool | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| tier | text | No |
| status | text | No |
| current_period_end | timestamp | No |
Relationships:
/api/matchFinds and creates appropriate study circle for user
/api/circles/joinAdds user to circle with consent flow
/api/chat/sendSends message with moderation check
/api/circles/:id/promptGets next AI-generated discussion prompt
Limited weekly participation
None
None
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 2,100 | 5% | $945 | $11,340 |
| Month 6 | 18,200 | 7% | $15,925 | $191,100 |
No more fear of raising your hand. Join judgment-free circles where students learn by explaining to each other, guided by AI.
Seed with existing after-school programs in Lagos and Jakarta by offering free Pro access for entire cohorts. Create viral coefficient by giving students 2 free additional circles for every friend they successfully invite who completes a session. Partner with two respected local education YouTubers for authentic testimonials.
Large Q&A database
Public and often toxic, not real-time or moderated well
Real-time moderated circles with matching by ability
Strong school communication tools
Teacher-centric, not peer-to-peer learning
Student-owned anonymous learning circles
Network effects from dense matching pools in specific countries and curricula. Proprietary moderation models trained on real peer conversations from target regions.
Post-pandemic comfort with online social learning combined with cheap smartphones has created the perfect environment for anonymous peer learning at scale in developing countries.
Students may not engage without strong network effects
Heavy seeding through schools and NGOs in first three countries
Maintaining positive culture at scale
Strong AI moderation + community guidelines with quick human escalation
Success: 90% of participants say they would use the app weekly
Success: Average 2.8 sessions per user per week with 75% returning after first session
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