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Building the world’s most thoughtful
tutoring platform

A transparent look at what we’ve shipped, what we’re building, and where we’re going.

Shipped In progress Planned
Phase 1

Marketing & Discovery — Shipped

Guide browser

Browse and filter vetted Guides by subject, language, and region.

Guide profiles

Detailed public profiles with bio, subjects, experience, and rates.

Guide application form

Apply as a Guide — form goes to advisor queue.

Opening listings

Browse current Guide openings by subject.

Contact form (multi-step)

3-step email verification + file attachment for rich enquiries.

WhatsApp advisor CTA

Click to chat with a Platform Advisor via WhatsApp.

Multi-tenant IN/US

Single codebase serving .in and .us with region-appropriate legal copy.

SEO & structured data

Sitemap, robots.txt, JSON-LD, canonical URLs.

Phase 2

Auth & Adaptive Quizzes — Shipped

Keycloak authentication

Auth

PKCE SSO login, Learner / Guide / Advisor roles.

Learner dashboard

Platform

Sessions, quiz history, saved Guides, settings.

Guide dashboard

Platform

Booking management, earnings, profile editing, quiz bank.

Adaptive quiz engine

AI

Pre-session assessments powered by pgvector semantic search. Guides see learner scores before sessions.

Question bank (pgvector)

AI

Semantic question cache with cosine similarity lookup — unique differentiator.

User onboarding & advisor moderation

Platform

Phone OTP verification, advisor approval queue, assignment history.

Phase 3

Booking & Payments — Shipped

Booking wizard

Payments

4-step booking flow — date picker, session details, Razorpay payment, confirmation.

Razorpay integration

Payments

INR payments live. USD (Stripe) to follow.

Reviews & ratings

Platform

Post-session star rating unlocked by completed booking.

Guide listing workflow

Platform

DRAFT → SUBMITTED → APPROVED → PUBLISHED for guide profiles.

Phase 4

Live Classes — Planned

Live class browser

Classes

Discover scheduled group sessions by subject and date.

Seat booking

Classes

Reserve a seat in a live class — same booking flow as 1:1 sessions.

Guide class management

Classes

Create and manage class listings; see enrolled learners.

Phase 5

AI Roadmaps & Recommendations — Live

AI learning roadmap builder

AI

Input your goal; get a structured weekly study plan with recommended Guides for each milestone. Shareable via link. No sign-in required.

Goal-based guide search

AI

Natural-language search on the guides page — describe what you want to learn, see matching Guides instantly.

Real embeddings

AI

Server-side OpenAI text-embedding-3-small via shared-platform-ai module. Set monster.ai.embedding.provider=openai + OPENAI_API_KEY on the backend to enable.

Progress tracking

AI

Learner skill graph across subjects, updated after each quiz and session.

Phase 6

Admin & Scale — Shipped

Admin revenue dashboard

Admin

Booking volumes, payment totals, question bank audit — server-rendered with live data.

Advisor management UI

Admin

Full CRUD for Platform Advisors — assign users, view queues, manage WhatsApp contacts.

Leaderboard & certifications

Platform

Weekly quiz leaderboard, verifiable share certificates for top performers.

Push notifications (PWA)

Platform

Web push via service worker, in-app notification bell with SSE real-time updates.

Stripe for US payments

Payments

USD payments via Stripe — Razorpay covers INR, Stripe covers USD.

Redis rate limiting

Infra

Replace in-memory rate limiters with Redis for multi-instance deployments.

Have a feature request?

Talk to a Platform Advisor — your feedback shapes what we build next.