Product Direction

Platform Roadmap

Explore our architectural milestones, upcoming feature rollouts, and the evolution of the Knowledge Networks engine.

Q1 2026completed

Foundation & Core Discovery

  • AI Discovery Engine integration
  • Semantic search with Elasticsearch
  • User reputation and badge milestone systems
  • Google & Email authentication pipelines
Q2 2026completed

Monetization & Subscriptions

  • Razorpay secure monthly & yearly recurring subscriptions
  • Founder's lifetime tier integration
  • Automated webhook synchronization and cron reminder hooks
  • Real-time WebSocket alerts for account updates
Q3 2026in progress

Advanced Collaboration & Exports

  • Real-time multi-user document collaboration via WebSockets
  • Vector-perfect PDF exports for academic notes
  • Expanded multi-model AI routing (DeepSeek, Grok, HuggingFace)
  • Community micro-spaces and domain-specific vaulting
Q4 2026upcoming

Ecosystem Expansion

  • Mobile companion app preview
  • Advanced institutional ledger mapping tools
  • Public API access for verified developer partners