Detailed Feature Inventory

Public Landing Experience

• Immersive landing sections for product narrative, trust, FAQ, and CTA.
• Pricing embedded into acquisition flow.
• Auth-aware redirects for signed-in users.

Authentication and Access

• Clerk-powered sign-in and SSO callback support.
• Protected app routes for authenticated users.
• Membership-aware routing into onboarding or active workspace.

Organization Onboarding

• Two-path onboarding: create org or join org.
• Public org discovery with search.
• Request lifecycle support: PENDING, ACTIVE, REJECTED.
• Auto-routing based on membership state.

Role and Governance Controls

• Explicit ADMIN and MEMBER separation.
• Admin-only dashboard, settings, and analytics playground routes.
• Membership moderation guarded by admin checks.
• Plan limit enforcement during activations.

AI Chat and Response Experience

• Dual interaction modes: rag and results.
• Real-time streaming answers (SSE).
• Context and source rendering in thread.
• New-chat URL promotion without disruptive reload.
• Manual stop-stream controls.

Conversation Continuity

• Sidebar history grouped by date windows.
• Local cache fallback for resilience.
• Per-thread deletion.
• Command palette search (Cmd/Ctrl + K) across recent, local, and remote sessions.

User Profile and Account Controls

• Identity-aware account menu.
• Roll number and API key local persistence.
• API key format validation and guidance.
• Account settings and leave-organization support for non-admin users.

Admin Dashboard Operations

• Usage and pending request visibility.
• Plan-upgrade signaling near limits.
• Member table with search, filters, and pagination.
• Pending request approve/reject workflows.
• Active member removal workflows.
• Year-based bulk deplatform action.

Student Data and Results Operations

• Student cache retrieval and lookup.
• Year and search filters for result exploration.
• Result status representation and trend-focused UI output.

Knowledge Base and Ingestion

• Multi-file drag/drop upload flow.
• File validation for type and size.
• Queue-based submit experience.
• Indexing handoff pipeline for AI retrieval quality.
• Supported formats include pdf, doc, docx, txt, pptx.

Billing and Plan Features

• Plan tiers: FREE, BASIC, PRO, PRO_PLUS, PREMIUM, PREMIUM_PLUS.
• Per-plan student and member limits.
• Dodo Payments checkout integration.
• Customer portal integration for lifecycle management.
• Webhook-driven activation and upgrade reliability.

Documentation Platform Features

• MDX-powered docs under /docs.
• Search endpoint for docs discoverability.
• Auto-generated OG images for docs pages.
• /llms-full.txt export for LLM-friendly ingestion.