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New research exposes the mechanics behind ChatGPT citations, including what gets retrieved, what gets read, and what ultimately gets cited.
Inside ChatGPT’s retrieval stack: The index, cache, and pages it actually reads Read More »
Paid search captures demand at the query. AI shapes the decision before the visitor reaches your site. Here’s how to convert that traffic.
LLM traffic converts differently — here’s what to do about it Read More »
AI can build fast, but speed doesn’t prove the work is correct. Here’s how to verify AI-assisted development and technical SEO work.
The missing step in vibe coding: Verify what actually shipped Read More »
The brands cited in AI Overviews can influence which companies buyers investigate next, even when no one clicks the source.
Your B2B SEO can win the click and lose the consideration Read More »
AI search may be making long-standing problems with site architecture, content, internal linking, and rendering more costly.
Most AI visibility gains are just technical debt repayment Read More »
Your SEO tools already contain the answers. MCP makes it easier to ask questions your dashboards weren’t built to handle.
How to use MCP to get more data from the tools you already use Read More »
UGC platforms out-cite review sites at every stage of the buyer journey. Here’s what you need to know about organic authority multiplication.
Community signals are AI’s largest third-party source Read More »
Anthropic says detection tools and documentation are coming, while warning that watermarks can’t confirm authorship or rule out AI use.
Anthropic adds AI text watermarking to Claude models worldwide Read More »
Traditional attribution misses part of the AI buyer journey. Measure access, visibility, demand, referrals, pipeline, and revenue.
A 5-layer framework for measuring AI search performance Read More »
High-DR links, paid mentions, and link exchanges can look authoritative without giving AI systems enough credibility to recommend your brand.
Why the traditional link building model no longer works for AI search Read More »