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CLUSTER DESKTOP-DURING-INTERVIEWS · 19 ENTRIES · EARLIEST ENTRY 2026-02-03

Real-time AI meeting assistants

The cluster consists of desktop AI assistants that provide real-time guidance and suggested responses during live video calls, meetings, interviews, and presentations by leveraging local context and screen analysis. Only two dated entries exist before the index start, so the cluster's dated history is too thin to read a shape from; it predates the index or its members are undated. Among members with traction signals, huddleowl leads with 4 stars, while undertone-desktop and match-predictor have 0 stars each.

Entry timeline

ENTRY TIMELINE

JAN 2025: 1NOV 2025: 1FEB 2026: 1AUG 2026: 3SEP 2026: 8OCT 2026: 5
JAN 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 · 2 ai-built · 1 hand-coded · 16 unlabelled

Operator · 12 hobby · 1 indie · 1 open source · 5 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 19 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01StealthIt11★1 moliveai-builthobbyDesktop assistant that provides real-time visual analysis and voice transcription during meetings while staying hidden from screen recording and taskbar detection.
  2. 02EarShot14★21 days—hobbyDesktop app that listens to interview questions and displays a suggested spoken answer in near real-time using the user's own notes.
  3. 03huddleowl4★1 moliveindieDesktop AI meeting coach that gives live feedback during calls and scored post-call reviews, running entirely on-device for privacy.
  4. 04interview-copilot1★21 days—hobbyDesktop assistant for disclosed open-book technical interviews that listens to the call, transcribes locally, and answers the interviewer's latest question on keypress.
  5. 05undertone-desktop1★5 days—Floating desktop AI assistant that provides real-time support during meetings, interviews, presentations, and deep work using local context.
  6. 06wingman4★1 molivehobbyDesktop meeting and interview assistant that transcribes system audio, detects questions, and streams AI answers in a screen-capture-hidden overlay.
  7. 07AI-Tutor0★21 days—hand-codedhobbyDesktop app that watches the screen and explains its content aloud like a live tutor, using OCR and vision AI.
  8. 08talkflow-releases0★4 daysliveWindows app that acts as a real-time AI copilot for meetings and interviews, providing transcription and assistance.
  9. 09claude-heads-up0★4 days—hobbyDesktop utility that pauses video playback and brings the AI coding assistant to the foreground when it needs input, then resumes the video when the user responds.
  10. 10match-predictor0★7 days—hobbyDesktop app that offers real-time AI help during video calls by analyzing screen captures and answering follow-up questions for interviews, meetings, and presentations.
  11. 11native-ai-cluely-assistant0★5 days—hobbyDesktop AI assistant that captures audio and screen context to provide real-time meeting notes, answer questions, and generate architecture diagrams.
  12. 12backchannel0★1 mo—Live meeting copilot that transcribes calls, detects questions, and displays suggested answers on an overlay panel.
  13. 13companion0★1 mo—Desktop AI assistant that sees the current screen context and collaborates with the user in real time using local or remote models.
  14. 14michi-teach0★1 molivehobbyDesktop app that provides real-time contextual guidance while learning professional software, using screen captures and user questions.
  15. 15opencluely0★27 days—Desktop app providing real-time AI answers via voice or screenshot on an overlay invisible to screen sharing during technical interviews.
  16. 16Meet_AI0★1 mo—hobbyVideo call platform where users talk with AI agents for mentorship sessions, producing automatic meeting summaries, transcripts, and searchable playback.
  17. 17aintern11★1 yrabandonedlivehobby3D AI video meeting assistant that answers questions in real-time and takes notes during meetings.
  18. 18cheating-daddy0★8 mostaleliveopen sourceDesktop assistant that generates real-time AI guidance and suggested responses during video calls, interviews, and meetings.
  19. 19リアルタイムビデオアシスタント0★unknownliveai-builthobbyReal-time assistant app that analyzes live video from a call and responds with spoken guidance to the user.

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.