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Notes on search,
human and AI.
What we are learning about getting brands cited, ranked and bought, across Google and AI answer engines.
Guides posts, page 3 of 12
How LLMs Search for Citations
Learn how LLMs find and evaluate citations for AI search, and what makes content more likely to be cited by ChatGPT, Gemini, Claude, and others.
Dewang MishraRead the post
Canonical Tags and AI Search: How Deduplication Signals Affect LLM Citations
AI systems ingest multiple versions of your pages and decide which one to cite. Canonical tags are one signal in that decision but no longer the only one. Here is how deduplication works in AI search and what to do about it.
Dewang MishraRead the post
How Pagination Affects AI Search Citations: Best Practices for Long Content
AI crawlers do not scroll, do not trigger lazy loading, and may skip paginated pages entirely. 44.2% of LLM citations come from the first 30% of content. Here is how pagination decisions affect whether AI systems cite your pages.
Dewang MishraRead the post
Technical Pitfalls to Avoid when using Redirect Chains and AI Crawler Behavior
63% of ChatGPT agent visits bounce immediately, with redirects a leading cause. Redirect chains waste AI crawl budget, dilute ranking signals, and block content from reaching AI search. Here is how to fix them.
Dewang MishraRead the post
JavaScript Rendering and AI Crawlers: Can LLMs Read Your SPA?
Learn how JavaScript rendering affects AI crawlers and SEO. Discover how GPTBot and other AI crawlers process JavaScript and improve AI search visibility.
Dewang MishraRead the post
AI Search Optimization for Local Businesses: A Small Business Guide (2026)
Adapt your small business local SEO for AI search. Get found in Google AI Overviews and attract more qualified customers who are ready to buy.
Dewang MishraRead the post
Ecommerce SEO Audit 2026: The AI-Ready Checklist for Online Stores
47-point ecommerce SEO audit checklist for 2026. Covers crawlability, product page optimization, schema markup, AI search readiness, and revenue tracking for online stores.
Dewang MishraRead the post
B2B Comparison Pages and Alternatives SEO: Framework + Examples (2026)
Complete framework for high-converting B2B comparison pages. Learn how to structure VS pages, alternatives content, and comparison SEO strategies that drive qualified leads.
Dewang MishraRead the post
Programmatic SEO for B2B: What Works, What Fails, and Real Templates (2026)
B2B programmatic SEO guide: proven templates, common failures, scaling strategies. Build content systems that drive qualified leads without dev teams.
Dewang MishraRead the post
7 Content Marketing Strategies for Marketplace SEO in 2026
Marketplace content marketing strategies: AI integration, interactive tools, trust content, category optimization for organic growth.
Shashank VermaRead the post
E-commerce SEO vs Traditional SEO: Key Differences
E-commerce and traditional SEO require different strategies. Learn the key differences in keywords, content, technical optimization, and conversions.
Shashank VermaRead the post
How to Optimize Category Pages for E-commerce SEO in 2026
Learn how to optimize e-commerce category pages for better rankings. Master keyword research, content, schema, and technical SEO strategies.
Shashank VermaRead the post