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CLUSTER ANSWERS-QUESTIONS-REFUSES · 10 ENTRIES · EARLIEST ENTRY 2026-09-18

Cited evidence Q&A assistants

This cluster consists of AI chat assistants that deliver answers backed by citations and explicitly refuse to respond when no verified evidence exists. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated. The traction leaders are upi_fraud_helpdesk_chatbot, eu-ai-act-rag-assistant, and zhengwen, each with 0 stars.

Entry timeline

ENTRY TIMELINE

SEP 2026: 4OCT 2026: 6
SEP 2026OCT 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 hand-coded · 9 unlabelled

Operator · 6 hobby · 4 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 10 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01upi_fraud_helpdesk_chatbot0★5 days—hobbyChatbot that answers UPI fraud and refund questions from official documents, citing sources and refusing off-topic requests.
  2. 02eu-ai-act-rag-assistant0★8 days—hobbyChat assistant that answers questions about the EU AI Act and GDPR with article citations and refuses answers lacking verified sources.
  3. 03zhengwen0★28 days—hobbyConversational news agent that answers user questions with claims linked back to source articles and refuses to answer when no evidence exists.
  4. 04regcite0★4 days—Chat agent that answers maritime regulation questions by quoting the exact supporting passage or refusing to answer.
  5. 05grounded-rag0★4 daysliveChat assistant that answers questions from documents with verified citations and refuses to respond when uncertain.
  6. 06stripe-docs-assistant0★26 days—hand-codedhobbyRAG chatbot that answers Stripe API questions using official documentation and refuses when unsure.
  7. 07it-support-rag0★8 days—hobbyIT support assistant that answers questions from a knowledge base, shows cited sources, and refuses to guess when no answer is found.
  8. 08rag-support-assistant0★22 days—hobbyLocal support assistant that answers seller questions from documentation with cited sources and hands unresolved cases to a human operator.
  9. 09rag-slack-assistant0★5 days—Slack chatbot that answers policy questions with evidence citations and declines to answer when supporting evidence is insufficient.
  10. 10internal-docs-Q-A-assistant0★1 mo—AI assistant that ingests internal documents and answers employee questions with source citations, refusing to guess when answers are not found.

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.