31 items tagged tooling. Page 1 of 2.
New research argues GEO must track whole conversations, not single answers, because early citations compound.
New research finds AI agents judge brands by site fetchability, not off-site citation tactics.
Google Search Console's AI Overview rankings can look strong while the citation sits invisible in a collapsed fold.
Two AI visibility tools, one brand, wildly different scores: iPullRank explains why neither is wrong.
New RAG benchmark finds explicit grounding gates make citation faithfulness worse, not better.
Google admits Search Console cannot measure AI search positioning, leaving brands flying blind on their biggest new visibility channel.
Latent Space's Astra tool benchmarks LLM citation picks across frontier models, replacing AEO guesswork with data.
GEO Defender targets LLM citation manipulation, but its detection may catch legitimate brand content too.
Counter-GEO-Bench finds current LLM guardrails reduce adversarial content attacks by just 5.7%.
Google Search Console now shows AI Overviews and AI Mode data for every site worldwide.
Penalty-aware RAG benchmarking exposes the abstention failures that standard accuracy metrics systematically conceal.
Search Console hides AI Mode data. Four proxy methods exist, but none is definitive.
A new benchmark ranks search APIs for AI agents, making retrieval infrastructure a brand visibility issue.
New benchmark reveals AI platforms can't reliably detect GEO-optimized content gaming LLM citations.
Practitioners want GEO data but distrust the vendors selling it, per new Search Engine Journal survey.
The cats.txt test demolishes the evidence for llms.txt, exposing a wider GEO credibility problem.
Google Search Console's new AI impression data exposes a growing split between ranking and AI citation.
Ahrefs launches a free llms.txt generator backed by a 137,000-domain study to improve brand visibility in LLM answers.
RAG benchmarks measure the wrong thing for agentic AI search, a new arXiv study finds.
A critical arXiv survey finds GEO's most-cited gains depend on conditions that rarely hold in live AI systems.
New research exposes how most AI citation rankings lack the data quality to support reliable brand decisions.
GSC now shows which of your pages surface in AI Overviews, ending two years of guesswork.
Google's Search Console test will finally show brands how often they appear in AI answers.
A controlled log study shows most ChatGPT referral 'wins' are platform growth, not AEO skill.