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CLUSTER ACCESS-ANSWERS-COMPANY · 32 ENTRIES · EARLIEST ENTRY 2026-08-14

Enterprise knowledge Q&A assistants

This cluster consists of enterprise knowledge assistants that answer employee questions from company documents, enforcing role-based access and providing source citations. The dated history before the index start is too thin to read a shape from, with only three dated entries. Traction leaders include Project_NBHX_RAGbot with three stars, followed by Secure-Enterprise-RAG-Copilot and Knowledge-AI with one star each.

Entry timeline

ENTRY TIMELINE

MAY 2022: 1JUL 2025: 1JAN 2026: 1AUG 2026: 8SEP 2026: 12OCT 2026: 9
MAY 2022OCT 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 · 3 hand-coded · 8 unlabelled

Operator · 4 hobby · 2 enterprise · 6 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 12 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 21DocuVerse2★1 mo—hand-codedhobbyEnterprise search application that indexes organizational documents and answers natural language questions with cited sources.
  2. 22langchainrag2★1 mo—hand-codedhobbyA graduation thesis project implementing an enterprise RAG knowledge base QA system with e-commerce document management, hybrid retrieval, and cited streaming answers.
  3. 23foreign-trade-enterprise-rag1★1 mo—hobbyEnterprise knowledge assistant for foreign-trade teams that answers product questions from documents with citations and governs knowledge updates through approval workflows.
  4. 24veyra-document-manager1★1 mo—Open-source enterprise document management platform providing AI-powered semantic search, retrieval-augmented generation, and cited answers with secure multi-tenant access.
  5. 25Intelliplant0★1 moliveAI knowledge assistant that answers industrial employees' questions from company documents, with role-based access and cited sources.
  6. 26EnterpriseIQ0★1 mo—hand-codedhobbyEnterprise RAG system for document intelligence and policy question answering with source citations and verified responses.
  7. 27fastapi-rag0★1 mo—Enterprise platform that provides role-aware retrieval-augmented question answering, document lifecycle management, and AI agent orchestration for hardware and software research teams.
  8. 28kb-smartprocess0★3 moliveenterpriseInternal knowledge base portal for corporate documentation with wiki links, tagging, version history, and AI-assisted search.
  9. 29insights-lm-admin-controlled2★1 yrabandoned—Enterprise research assistant application that summarizes documents and generates insights, with administrator-managed role-based access control for teams.
  10. 30ASMPT Virtual Assist0★8 mostaleliveenterpriseNatural-language interface for ASMPT machine users to query machine information and access institutional expertise from the company.
  11. 31Spexia - Find what your company knows. Instantly.0★unknownliveSearch assistant that retrieves information across a company's knowledge bases and connected applications.
  12. 32Averow — AI Knowledge Agent for Teams | Instant Answers from Your Docs0★unknownliveai-builtAI internal knowledge base that gives teams instant, cited answers from company documents, policies, and processes with human review.

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.