Insights Research, playbooks, and field notes
The Answerburst
Intelligence Hub
Original research, proven frameworks, and tactical guides on Answer Engine Optimization - from the agency behind 500+ brand growth stories.
Latest insights
Engines
Claude Referral Traffic Growth, What It Really Means for SEO
Claude's referral traffic jumped from 0.3% to 2.5% in a year. Here's what that climb reveals about its retrieval behavior.
Engines
Gemini 3.7 Flash Now Favors Business Pages over Directories
Gemini 3.7 Flash's agentic crawling now favors business-owned pages over directories. Here's how multi-location brands should restructure.
Engines
Claude’s Opus 4.8 Rollback Shook Up AI Citation Shares
Claude's rollback from Fable and Mythos to Opus 4.8 shows how one model swap can reshuffle citation shares overnight, with zero changes on the brand's own site.
Engines
Gemini’s Three Citations vs ChatGPT’s Dozen, Explained
Gemini shows three citations per answer, ChatGPT shows a dozen. That scarcity changes which prompts deserve real AEO investment.
Engines
Blocking Claude-User Still Breaks Claude Citations
Here's a robots.txt setup we see constantly: Claude-User blocked, SearchBot allowed. The logic seems fine. One bot builds the index, the other just grabs a page when asked, so blocking the fetcher sho
Engines
AI Mode vs AI Overviews, Why Update Speed Matters
Google's AI Mode fetches pages live at query time. AI Overviews often works from a cached snapshot. That gap changes how fast updates need to ship.
Engines
Copilot vs ChatGPT: Why Citations Differ by Engine
Copilot draws from Bing's index; ChatGPT draws from live web retrieval. That difference decides which pages get cited and which do not.
Engines
Why Perplexity Cites Content Faster Than It Trains On It
Perplexity's citation crawler and training crawlers work on different clocks. Here is what that split means for how fast content becomes citable.
Engines
How MCP Changes What Citation Means for Claude
MCP gives Claude a live, structured connection to a brand's data. A crawl gives it a cached snapshot. The difference changes what citation means.
Engines
Why Gemini Cites Business Sites Over Local Directories
Gemini increasingly cites business websites over directories for local queries. Here is why, and what multi-location brands need in their schema.
Engines
Why ChatGPT Cites Pages That Rank Low on Google
ChatGPT often cites pages ranking nowhere near Google's top 10. Here's the mechanism behind the gap and where AEO budget should go instead.
Engines
How Often Answer Engines Recrawl Your Content
Answer engines recrawl on different rhythms than Google. Here's what that means for how often you should actually publish and update content.
Engines
Why AI Models Give Different Answers Every Time
Ask the same question twice and get two different answers. Here is why AI models are probabilistic, and what that means for AEO.
Engines
Why AI Models Cite Some Pages and Ignore Others
Citations are not random. They follow patterns tied to structure, corroboration, and format. Here is what actually gets pulled.
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Oh, you noticed me. In this new era, websites aren't written only for humans. Machines like me read every page, and we decide which brands become the answer.