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I build a free topical authority map generator for blog
Topical map generator with live SERP data, but crowded SEO tooling space (Ahrefs, SE Ranking, Semrush).
eashish93
103mo ago
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What Is AI Citation Optimization?
by arunkumars91·Mar 6, 2026·2 points·1 comment
AI Analysis
●Mid
Blog post positioning a SaaS tool, not a product or project worthy of Show HN.
Strengths
- •Clearly identifies the shift from keyword SEO to structural patterns in AI answer engines
- •Honest positioning: explains that traditional SEO doesn't work for Perplexity/Gemini/ChatGPT
Weaknesses
- •Not a project—it's a marketing blog post with no demo, no code, no open-source tool
- •LatticeOcean itself is a closed SaaS; no substance to evaluate beyond sales copy
Category
Target Audience
B2B SaaS marketing teams and content strategists targeting AI answer engines
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Semrush · Moz · Ahrefs
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