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ShortlistTrace

See why AI recommends your competitors instead of you

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ShortlistTrace measures how your company appears across ChatGPT, Gemini, Claude and Perplexity. It runs real buyer-intent questions repeatedly, identifies the competitors AI recommends instead, traces the sources and evidence behind those answers, and turns stable visibility gaps into concrete Fix Briefs you can act on.

PH · launched Sep 25, 2026 · 1 upvote (top 69%) · 0 views

Niche: generative engine optimization software · 445 launches, 47 in the last 7 days ▲ +21% · Explore this niche →

Category and tags
  • Marketing
  • Analytics & BI
  • B2B
  • AI-native
  • Commercial product
  • Analytics
  • SEO
  • Artificial Intelligence
  • Vercel Day

Visit website ↗ Source listing ↗

More like this: all 445 launches in generative engine optimization software →

Could you build this?

Yes The system queries public LLM APIs (OpenAI, Gemini, Anthropic, Perplexity) with predefined buyer-intent prompts, parses mentions and citations from the responses, and displays comparative analytics.

Competitors

Other products that read as similar to this one : 631 launches clear the similarity bar, closest 8 shown.

Attention rank: #515 of 632 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 307 days after the earliest competitor.

  • Citradar · ph · 2026-09-15 · 2 upvotes · similarity 0.62
  • MentionBird · ph · 2026-10-13 · 136 upvotes · similarity 0.59
  • Neural Ranks · ph · 2026-11-13 · 4 upvotes · similarity 0.59
  • Bevizio · ph · 2026-09-28 · 2 upvotes · similarity 0.58
  • AI Visibility Score · ph · 2026-09-25 · 1 upvotes · similarity 0.57
  • ClayHog · ph · 2026-04-16 · 173 upvotes · similarity 0.57
  • CompeteScan · ph · 2026-09-16 · 2 upvotes · similarity 0.57
  • GenSight.AI · ph · 2026-10-19 · 2 upvotes · similarity 0.57

Related data

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.