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CLUSTER ANSWERS-CHATBOT-WEB · 32 ENTRIES · EARLIEST ENTRY 2026-08-16

RAG document Q&A chatbots

This cluster consists of retrieval-augmented generation (RAG) chatbots that answer questions from ingested documents, websites, or knowledge bases, typically citing sources. The dated history before the index start is sparse and irregular, spanning from May 2025 to June 2026, with no clear shape. Info_scraper leads on traction among members.

Entry timeline

ENTRY TIMELINE

JUN 2025: 1OCT 2025: 1DEC 2025: 1JUN 2026: 1AUG 2026: 11SEP 2026: 13OCT 2026: 4
JUN 2025OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 1 ai-built · 4 hand-coded · 15 unlabelled

Operator · 12 hobby · 8 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 20 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01literature-monitor-bot1★25 days—ai-builthobbyChat bot that monitors biomedical preprint servers and journals, filters papers with AI, and sends digests with follow-up reading options to researchers.
  2. 02dept-rag-agent0★24 days—hobbyAI chatbot that answers students' questions about department course materials and academic notices by retrieving relevant documents and citing sources.
  3. 03assistant-documentaire-rag0★1 day—hobbyQ&A chatbot that answers questions about French data-protection guides with cited sources and declines when information is absent.
  4. 04geo-citation-craft0★1 molivePlatform that analyzes and scores web content to help it get cited by AI chatbots and search engines.
  5. 05Chat_Bot_Line-Deverlop-X7Cg0★25 days—Messaging chatbot that recommends research advisors from document knowledge and sends appointment and queue notifications to students and teachers.
  6. 06University_Regulation_RAG_Assistant0★23 days—hobbyChatbot that answers questions from uploaded university regulation documents and provides cited sources.
  7. 07Hust_Assistant0★19 days—hobbyChatbot that answers questions about Hanoi University of Science and Technology rules using retrieval-augmented generation.
  8. 08DataMentor-AI0★20 days—hobbyWeb chatbot that answers Python, Pandas, SQL, and machine learning questions from official documentation with cited sources.
  9. 09rag-orchestrator0★2 days—hand-codedhobbyChatbot that answers AI research questions from landmark papers and cites sources for every answer.
  10. 10psu-ai-assistant0★5 days—Chatbot that answers questions about university policies, programs, and academics by searching official documents and citing page references.
  11. 11bankbuddy-chatbot0★3 daysliveChatbot that answers banking frequently asked questions using semantic search and retrieval-augmented generation, with PII protection.
  12. 12Research-Paper-Answer-Bot0★22 days—hobbyChatbot that answers questions about research papers by retrieving relevant passages and generating cited answers for students and researchers.
  13. 13PharmaRoute0★16 days—Document intelligence chatbot that answers questions about pharmaceutical dossiers and regulatory filings with cited references.
  14. 14EcoIntel-AI0★23 days—AI chat bot that analyzes environmental data, retrieves scientific evidence, and recommends biodiversity-friendly actions.
  15. 15TG_Bot_with_embeding_memory0★1 moliveChatbot that answers marketing questions by retrieving relevant theses from a curated knowledge base.
  16. 16thesis-rag-unicordoba0★1 molivehand-codedhobbyConversational search tool that answers questions about university theses with cited sources and honest fallbacks.
  17. 17Info_scraper3★1 mo—hobbyChatbot that answers questions from pasted web links or live web search, providing cited sources and remembering conversation context.
  18. 18RAG-for-RAS0★22 days—hobbyChat assistant that answers questions about a robotics student chapter from its documents and cites sources in replies.
  19. 19RAG-search-Chatbot1★1 mo—hand-codedhobbyWeb chatbot that answers questions from uploaded research papers and documents using hybrid semantic and keyword search with source citations.
  20. 20tagging-assistant-standalone0★1 molivehand-codedChatbot that answers questions about a tagging knowledge base using keyword search and an LLM, with authentication.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.