CLUSTER ANSWERS-BASE-DOCUMENTS · 21 ENTRIES · EARLIEST ENTRY 2025-06-24

Self-hosted private AI research assistants

This cluster consists of self-hosted AI tools that answer questions strictly from user-uploaded documents, functioning as private research assistants or team knowledge bases. All 11 members were dated before the index start, with entries rising from 2 in November 2025 to 4 in January 2026, then declining to 1 each in March and July 2026. No member shows meaningful traction: the highest-signal members (insights-lm-public-unclean, securedocai, Dee) each have 0 stars. The cluster uniformly emphasizes source-grounded answers and privacy, with no apparent differentiation in collaboration or multimedia support.

Entry timeline

ENTRY TIMELINE

JUN 2025: 3NOV 2025: 3DEC 2025: 2JAN 2026: 4MAR 2026: 1JUL 2026: 2SEP 2026: 4OCT 2026: 2
JUN 2025OCT 2026

Members by activity

Activity signals, not revenue.

Build origin · 1 ai-built

Operator · 1 indie

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 1 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 21insights0★1 yrabandoned—ai-builtindieSelf-hostable open-source AI research tool that grounds answers in user-provided sources, enabling private knowledge management without coding.