developer product developer risk: medium

Cohort OS Group Coaching Platform Builder

Build a group coaching and cohort management platform called 'Cohort OS' with core features like program builder, participant portal, assignment submission, peer feedback rounds, p…

Policy sensitive
Human review

PROMPT

Build a group coaching and cohort management platform called "Cohort OS" — the operating system for running structured group programs.

Core features:
- Program builder: coach sets program name, session count, cadence (weekly/bi-weekly), max participants, price, and start date. Each session has a title, a pre-work assignment, and a post-session reflection prompt
- Participant portal: each enrolled participant sees their program timeline, upcoming sessions, submitted assignments, and peer reflections in one dashboard
- Assignment submission: participants submit written or link-based assignments before each session. Coach sees all submissions in one view, can leave written feedback per submission
- Peer feedback rounds: after each session, participants are prompted to give one piece of structured feedback to one other participant (rotates automatically so everyone gives and receives equally)
- Progress tracker: coach dashboard showing assignment completion rate per participant, attendance, and a simple engagement score
- Certificate generation: at program completion, auto-generates a PDF certificate with participant name, program name, coach name, and completion date

Stack: React, Supabase, Stripe Connect for coach payouts, Resend for session reminders and feedback prompts. Clean, professional design — coach-first UX.

EXPECTED OUTPUT

Format: unknown

SUCCESS CRITERIA

Implement all core features
Use specified stack: React, Supabase, Stripe Connect, Resend
Ensure clean, professional coach-first UX

FAILURE MODES

Incomplete implementation of features like peer feedback rotation or certificate generation
Deviation from specified tech stack
Poor separation of coach and participant interfaces

CAVEATS

Missing context

Authentication and authorization flows (e.g., coach vs participant roles).
Database schema or data models for programs, sessions, participants, submissions.
Payment and enrollment flow details (e.g., how participants enroll and pay).
Deployment and hosting instructions.
Mobile responsiveness requirements.
Exact PDF certificate template.

Ambiguities

Peer feedback rotation mechanism is vague: 'rotates automatically so everyone gives and receives equally'.
Engagement score calculation undefined: 'simple engagement score'.
Design details vague: 'Clean, professional design — coach-first UX'.
Enrollment process not specified.

QUALITY

OVERALL: 0.70
CLARITY: 0.90
SPECIFICITY: 0.80
REUSABILITY: 0.30
COMPLETENESS: 0.60

IMPROVEMENT SUGGESTIONS

Add a section outlining database schema with tables for programs, sessions, participants, submissions, feedback.
Specify authentication using Supabase Auth with role-based access.
Detail Stripe integration for participant payments and coach payouts via Connect.
Define engagement score formula, e.g., '(assignment completion % + attendance %)/2'.
Include wireframe descriptions or key UI components for dashboards.
Add success criteria like 'fully functional MVP with end-to-end user flows'.

USAGE

Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.