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Wrong robots.txt settings are silently removing publishers and brands from AI Overviews citations.
Google's AI opt-out arrives as Top Stories enter AI Overviews. What brands actually surrender before they decide.
GPT-5.6's 80% price cut reshapes who can afford to monitor and compete for LLM citation at scale.
LLMs attend to authority tokens, not facts, when giving sycophantic answers. Brand credentials must be explicit in source text.
13 billion searches reveal which content gets cited by LLMs and which gets absorbed without a click.
Search Console's AI Overviews data inflates rankings and hides traffic losses — here's what the numbers actually mean.
Similarweb data shows ChatGPT clicks flow to a tiny cluster of domains, leaving most brands invisible.
Google entity work doesn't reach ChatGPT. Here's why LLM visibility requires a different strategy entirely.
OpenAI's 80% Luna price cut expands AI retrieval depth, rewarding brands with deep, structured content.
Only 15.2% of AI search categories have a dominant brand. Most B2B visibility territory remains unclaimed.
All Big Four firms now linked to AI hallucinations in published reports, raising citation risks for brands that cite them.
GPT-5.6's efficiency focus makes AI retrieval more selective, raising the stakes for brands with low citation frequency.
Perplexity crawls live on every query. Fresh, well-structured pages beat established domains.
Google's AI opt-out now strips Top Stories placement too, raising the cost of opting out for institutional publishers.
ChatGPT's citation rates vary sharply by topic, creating visibility gaps for policy, finance, and multilateral brands.
Claude Opus 5 scores 30.2% on ARC-AGI-3, nearly four times GPT-5.6 Sol, signalling a qualitative reasoning gap.
Opus 5's price-performance edge could shift enterprise model routing and redraw LLM citation patterns.
Ahrefs launches a free llms.txt generator backed by a 137,000-domain study to improve brand visibility in LLM answers.
Anthropic's Claude Opus 5 leads quality rankings at Opus 4.8 prices, reshaping LLM workload economics.
OpenAI's health feature splits answer quality by subscription tier, creating a citation-quality risk for institutions.
Google AI Mode serves ads on 1 in 3 commercial queries, but cited sources are rarely the advertisers paying for them.
Google's Flash updates cut token costs by 65%, but the missing Gemini 3.5 Pro cedes frontier ground to rivals.
Google cites its own properties #1 and #2 in AI Mode, crowding out third-party brand content.
Google claims AI Search drives billions of weekly clicks. The data behind the claim doesn't exist in the public domain.