Nicheloom visits: 48,252 all-time · 9,895 in the last 7 days

The opportunity tracker for new startups.

Today: 2,434 launches · Niche of the day: video game mods and managers · See what launched today →

Contentstack Canoe

Find out if AI recommends your brand and what to fix first

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.

Your buyers ask AI for recommendations before they visit your site. Contentstack Canoe asks ChatGPT, Gemini, Perplexity and Claude their real questions and shows how often you're named, who wins instead, which sources they cite and what to fix first.

PH · launched Nov 2, 2026 · 2 upvotes (top 18%) · 0 views

Niche: generative engine optimization software · 384 launches, 35 in the last 7 days ▼ -31% · Explore this niche →

Category and tags

  • Marketing
  • Analytics & BI
  • B2B
  • AI-native
  • Commercial product
  • Marketing
  • SEO
  • Artificial Intelligence

Visit website ↗ Source listing ↗

Could you build this?

Yes The core is a scheduled loop that sends buyer-style questions to the public LLM APIs, parses whether the brand is named, and displays share-of-voice and cited sources. All of that is standard API work and dashboard UI.

Competitors

Other products that read as similar to this one : 404 launches clear the similarity bar, closest 8 shown.

Attention rank: #69 of 405 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 345 days after the earliest competitor.

  • CiteGaps · ph · 2026-10-16 · 1 upvotes · similarity 0.66
  • AEOTrack · ph · 2026-11-03 · 1 upvotes · similarity 0.66
  • Lunability · ph · 2026-10-28 · 1 upvotes · similarity 0.63
  • CompeteScan · ph · 2026-09-16 · 2 upvotes · similarity 0.63
  • SearchMention · ph · 2026-10-20 · 2 upvotes · similarity 0.62
  • MentionBird · ph · 2026-10-13 · 136 upvotes · similarity 0.62
  • Citradar · ph · 2026-09-15 · 2 upvotes · similarity 0.61
  • MencionIA · ph · 2026-09-26 · 2 upvotes · similarity 0.61

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.