ShortlistTrace
See why AI recommends your competitors instead of you
Details
- External ID
- 1260198
- Source
- PH
- Company
- —
- Product
- ShortlistTrace
- Website domain
- producthunt.com
- Launched
- Sept. 25, 2026
- Cohort
- —
- Upvotes
- 1
- Upvotes percentile
- 0.30815693820825313
- Tags
- Analytics, SEO, Artificial Intelligence, Vercel Day
- Fetched at
- Sept. 26, 2026, 1:01 a.m.
- Updated at
- Sept. 26, 2026, 1:01 a.m.
Description
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.
Enrichment
- Theme
- AI visibility and marketing tools
- Vertical
- Marketing
- Function
- Analytics & BI
- Audience
- B2B
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- ai recommendation analytics for brands
- Manually corrected
- False
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 — 227 launches clear the similarity bar, closest 8 shown.
Attention rank: #113 of 228 (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
- Bevizio · ph · 2026-09-28 · 2 upvotes · similarity 0.58
- ClayHog · ph · 2026-04-16 · 173 upvotes · similarity 0.57
- CompeteScan · ph · 2026-09-16 · 2 upvotes · similarity 0.57
- AI Visibility Score · ph · 2026-09-25 · 1 upvotes · similarity 0.57
- Howseen AI · ph · 2026-09-25 · 132 upvotes · similarity 0.54
- Website Auditor 2.0: AI Search · ph · 2026-09-20 · 2 upvotes · similarity 0.54
- MyGenRank · ph · 2026-09-18 · 1 upvotes · similarity 0.52
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a analytics & bi tool for Legal yet.