CLUSTER ANSWERS-CHAT-DOCUMENTS · 38 ENTRIES · EARLIEST ENTRY 2026-08-10
Document chat & RAG Q&A
This cluster consists of 29 similar products that answer questions by retrieving information from user-uploaded documents or domain-specific knowledge bases, typically using retrieval-augmented generation and semantic or vector search. Their pre-index dated history is sparse and irregular: one entry in March 2023, then a gap until October 2025, followed by occasional monthly entries through June 2026, showing no clear growth pattern. Traction leaders are ResearchAI-MultiAgent with 3 stars, while cloudflare and RAG-Chatbot have 0 stars.
Entry timeline
ENTRY TIMELINE
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 hand-coded · 19 unlabelled
Operator · 15 hobby · 1 indie · 1 enterprise · 3 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.
- 01ResearchAI-MultiAgent4★1 molivehobbyAI research platform that lets users chat with documents, retrieve grounded answers via RAG, and explore knowledge graphs.
- 02NodAgent3★16 days—hobbyMulti-agent knowledge management app with chat interface that answers questions from personal or team documents using retrieval and citations.
- 03enterprise-ai-multi-agent-assistant2★18 days—hobbyMulti-agent chat assistant that answers questions from uploaded documents and relational databases with role-based reporting.
- 04KoraAI1★12 days—hobbyAI chat assistant for Android and macOS that answers questions about uploaded documents using retrieval augmented generation.
- 05AI-Document-Intelligence-Chat-System-Advanced-RAG1★4 days—Chat application that answers questions about documents by using artificial intelligence to find relevant information.
- 06agentforge0★today—Application that creates AI chat assistants from user-uploaded documents using retrieval-augmented generation.
- 07Perplexity - AI Search & Chat0★23 daysliveenterpriseAI-powered search and chat app that delivers cited, up-to-date answers, research reports, and everyday assistant tasks from natural language questions.
- 08Aether-AI0★25 dayslivehobbyAI chat application that lets users maintain persistent conversations and ask questions about uploaded documents.
- 09rag-app0★13 days—hobbyChat application that answers questions by retrieving relevant context from uploaded documents using local AI models.
- 10texttalk0★16 days—indieAI chat platform that lets users ask questions about uploaded documents and receive real-time streaming answers.
- 11architecture-canvas0★8 days—hobbyAI chat tool that reads uploaded documents and generates or refines editable architecture diagrams through conversation.
- 12VaultRAG0★24 days—hobbyOffline chat application that answers questions from personal documents using local AI retrieval, keeping all data on the user's machine.
- 13dify-rag-assistant0★15 days—hand-codedhobbyAI chat application that answers questions from enterprise technical documents and supports multi-turn conversations.
- 14aibibosse0★21 days—AI chat app for library visitors and staff that provides source-grounded answers from library materials, plus staff and admin views.
- 15rag-voice-ai-agent0★3 days—hobbyVoice AI agent that answers spoken queries by retrieving relevant information from ingested documents.
- 16cloudflare0★1 molivehobbyAI chat app that answers questions about Cloudflare's developer documentation by retrieving relevant sections and streaming cited responses.
- 17flutter-chatbot0★1 molivehobbyAI chatbot that answers questions about official framework documentation using retrieval-augmented search, aimed at developers learning the framework.
- 18Python-Chatbot0★22 days—hobbyChat application that performs deep web research on complex topics, searches sources, and extracts article content into answers.
- 19N8N-AI-Chatbot1★27 dayslivehobbyAI chat application that lets users ask questions and get answers from content stored in Google Docs.
- 20Squirrel0★1 mo—hobbyDocument question answering app that retrieves relevant passages and generates answers with a chat interface.
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.