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AI is recommending your competitors to your buyers right now. CiteGraph asks ChatGPT, Claude, Gemini and Perplexity your buyers' real questions, shows who gets named instead of you and which pages they cite, and provides you the fixes that wins each answer back. Real answers, error bars, no guesswork.

PH · launched Sep 9, 2026 · 11 upvotes (top 4%) · 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

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Could you build this?

Partial The dashboard and basic LLM querying are standard web dev, but accurately orchestrating continuous automated queries across multiple LLM web/search interfaces, citation parsing, and statistical Wilson score modeling is nontrivial.

What it would actually take: Build with Next.js/FastAPI running background worker queues (Celery/Temporal) that poll multi-model endpoints (OpenAI, Anthropic, Gemini, Perplexity). Scraping or API-querying LLM search outputs to reliably extract citations and ground competitor visibility across thousands of keyword variations requires headless browser management or specialized SERP APIs, alongside statistical calculation for confidence intervals.

Competitors

Other products that read as similar to this one : 547 launches clear the similarity bar, closest 8 shown.

Attention rank: #36 of 548 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 291 days after the earliest competitor.

  • Citeably · ph · 2026-10-13 · 4 upvotes · similarity 0.68
  • CitePack · ph · 2026-10-28 · 1 upvotes · similarity 0.65
  • AI Cite Who · ph · 2026-10-10 · 3 upvotes · similarity 0.65
  • TextRank.ai · ph · 2026-10-16 · 1 upvotes · similarity 0.62
  • Cited.today · ph · 2026-10-21 · 3 upvotes · similarity 0.60
  • AI Cite Check · ph · 2026-10-20 · 2 upvotes · similarity 0.59
  • MentionBird · ph · 2026-10-13 · 136 upvotes · similarity 0.59
  • CiteGaps · ph · 2026-10-16 · 1 upvotes · similarity 0.59

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.