Nicheloom visits: 44,534 all-time · 10,944 in the last 7 days

The opportunity tracker for new startups.

Today: 2,063 launches · Niche of the day: ai video generation tools · See what launched today →

citeshine-audit

Find what AI gets wrong about your brand

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

Read the full description

Open-source CLI that asks AI engines your buyers' questions, repeats them n times, and reports raw counts: mention rate, position, share of voice vs competitors, and cited domains. Every answer saved for reproducibility. MIT.

Visit website ↗ Source listing ↗

PH · launched Oct 14, 2026 · 1 upvote (top 67%)

Similar launches

See all 277 similar launches →

Could you build this?

Yes This is a straightforward CLI tool that queries various LLM APIs in parallel, parses the output text for brand names/links, and aggregates the counts into statistical reports.

Competitors

Other products that read as similar to this one : 277 launches clear the similarity bar, closest 8 shown.

Attention rank: #137 of 278 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 342 days after the earliest competitor.

Other launches for this product