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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.

Research posts

AI Search Statistics 2026: The Numbers Your Marketing Team Needs This Month

Verified AI search, GEO, and citation statistics for marketers in 2026, sourced and updated monthly. Adoption, traffic, conversion, and citation data.

Dewang MishraRead the post

D2C Customer Acquisition Cost: SEO vs Paid Media Benchmarks 2026

D2C customer acquisition cost benchmarks for 2026. Compare SEO vs paid media CAC, prove organic ROI, and build a channel mix that lowers blended CAC for DTC brands.

Dewang MishraRead the post

AI Search vs Traditional Search: What the 2026 Data Actually Shows

Discover what 2026 data reveals about AI search referrals, traditional organic traffic, conversions, AI citations, and the future of SEO.

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How Desktop and Mobile Influence AI Search Traffic Referrals

Desktop drives 90%+ of AI search traffic from ChatGPT, Perplexity, and Gemini. Learn why mobile lags behind and how to optimize for generative AI traffic share across devices.

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Reverse-Engineering Top E-Commerce Search Results: A 25000+ Prompting-Based Guide for New Online Stores

Boost ecommerce SEO with clear category pages, schema, and fast load times; build domain authority and use paid search to win buyers now.

Dewang MishraRead the post

Competitive & Conversion Analysis of 2,000+ B2B SaaS Companies

Search Engine OptimBoost lead generation with best landing pages, B2B examples, and templates. Use clear CTAs and proof to raise demo requests.ization, Generative Engine Optimization, and Omni Channel Ads Management under one roof. Backed by top tier investors and advisors.

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How We Achieved 120% Organic Traffic Growth in 3 Months with AI-Native

Boost organic traffic with AI SEO tools, smart content strategy, and proven SEO tips for higher website traffic and better search optimization results.

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How AI Overviews Are Affecting Click Rates on Google

New research confirms AI Overviews cut clicks by 34.5%. Get actionable SEO tactics to protect your traffic and visibility in Google search.

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