Roadmap

Quarter Feature Status Description
Q4 2023 FastAPI Refactor ✅ Refactored to an all-components-in-one-repo codebase
LLM-powered search ✅ Match user questions to content in the database using embeddings from LLMs (Open AI)
Q1 2024 LLM responses ✅ Craft a custom response to the question using LLM chat and the content in the database
AI Guardrails ✅ Keep LLM responses friendly and strictly context-based
Multi-lingual content 🛠 Support storage and matching of multi-language variants of FAQs
Q2 2024 Support for low resource language 🚧 Support question-answering in regional languages. First targets: Xhosa, Zulu, Hindi, Igbo, Hausa
Intent Classification & Message Triaging 🚧 Tag user messages with intents & flag urgency
Admin app 2.0 🚧 A new and better look for Admin App that supports multilingual content management
Q3 2024 Content Management Dashboard & Engineering Dashboard 📝 Monitor uptime, response rates, throughput HTTP response codes. See content use, questions that receive poor feedback, missing content, and more.
Multi-turn chat 📝 Refine or clarify user question through conversation.
Document-based question answering 📝 Retrieve answers from a document set
Q4 2024 Voice notes support 📝 Automatic Speech Recognition for audio message to content matching
Multimedia content 📝 Respond with not just text but images and audio as well.
A/B Testing 📝 Test and decide content that works better for users

Key
✅ - Completed
🛠 - In active development
🚧 - Queued
📝 - Yet to be scoped

Beyond 2024

  • Privately hosted LLM modules
  • Multi-tenant architecture
  • User configurable Guardrails (in Admin app)
  • Answer contextualization by user demographic
  • Feedback-based model/LLM fine tuning
  • Safety tests, fairness reports and ethical reviews