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GitHub Trending
6/10

CitationWatch

An analytics dashboard that shows independent writers and bloggers how often — and how accurately — leading AI answer engines cite their articles, then recommends specific edits to improve future citations.

Target user

independent content creators and small-publication editors

Features
  • Citation presence tracking across major Chinese and global AI platforms like ChatGPT, Perplexity, Wenxin and Tongyi
  • Citation-likelihood score per article with concrete rewrite suggestions
  • Alerts when a competitor's content gets cited instead of yours for a tracked query
  • Weekly digest showing share-of-voice in AI answers vs. peer publications
Why now

As AI answer engines become the default research tool in China and globally, citation is the new ranking — and the underlying CN-GEO dataset proves publishers are scrambling to measure and influence it.

Signals · overall 6/10
Demand
6/10

AI-citation demand is real and growing (Muck Rack: 94% of gen-AI citations are earned/3rd-party; 88% come from sources outside Google's top 10), but evidence is overwhelmingly about brands, agencies and SEO teams — independent-writer demand is inferred, not yet measured.AI Citation Tracking Tools in 2026: A Complete ComparisonAI Citation Tracking Tools: 7 Compared + How to Measure Citation Rate

Whitespace
4/10

Market is crowded — Cognizo, Trakkr, Profound, Peec AI, SE Ranking, Semrush AI Toolkit, Promptwatch, Otterly, AIclicks, Hall AI, LLMrefs, Siftly, Lynceus, llmstxt.studio, Airank Lab, iGEO, Superlines all ship citation tracking; no major player is yet tailored to individual writers, but the niche is small enough that incumbents could trivially add it.The 9 Best Generative Engine Optimization (GEO) Tools of 2026Top Generative Engine Optimization (GEO) Tools [By Category] in 2026

Monetization
4/10

Existing tools price $149-$499/month (Cognizo Core $149, Growth $499), targeting B2B budgets; indie-writer willingness-to-pay is unproven and likely an order of magnitude lower, and free open datasets like GEO Citation Lab set a $0 reference price.AI Citation Tracking Tools in 2026: A Complete ComparisonGEO Citation Lab

Longevity
8/10

AI search is replacing traditional search over a multi-year horizon, so citation analytics will matter for the next decade

Feasibility
6/10

Multiple competitors have already built working versions across 7+ AI engines, proving the technical pattern; remaining hurdles are API query costs at indie price points and the editorial-recommendation layer, which is solvable but capital-intensive.

Based on 4 major Chinese language model platforms, including 8 platform-end versions for web and mobile applications, 614 responses to quest · ★ 102GitHub Trending · 2026-07-19 (5d ago)