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When ChatGPT and Google AI Overviews describe a brand in negative terms, the fix runs through metrics and a repeatable process. This page covers the net sentiment score formula, negative mention rates by engine, the distribution of what triggers negative tone, what each measurement tool publishes, and a four-step method for swapping the evidence layer.

ChatGPT, Perplexity, and Google AI Overviews get company names, founding years, products, and prices wrong. The answers have no edit button, so the repair runs through the evidence layer: your own schema, Wikidata, and third-party pages. Five steps, with a verification method for each.

Naver's Q2 2026 earnings call disclosed three AI Tab milestones: 10 million MAU in 18 days, 40%+ shopping and local CTR, and daily query volume 7x the beta level. This article unpacks those figures and lays out the GEO strategy brands and sellers need for the A2A commerce era.

How B2B buyers use ChatGPT and Perplexity to shortlist software: and a step-by-step GEO pipeline for getting your solution named consistently in AI-generated category answers. Covers measurement, diagnosis, execution, citation mechanics by engine, and measurement tool comparison.

The IAB's August 2026 AI visibility measurement standard defines Four Ps: Presence, Prominence, Portrayal, and Persuasion, along with two data quality tiers and vendor disclosure requirements. This page covers the full framework, an industry concentration breakdown, a tool comparison, and a brand execution roadmap.

88% of AI-cited URLs rank outside Google's top 10. Ahrefs, 5WPR, and AIBIX data reveal the structure and scale of the gap between SEO market share and AI search visibility.

A diagnostic breakdown of why ChatGPT, Perplexity, and Google AI Overviews cite competitors while your brand goes unmentioned: covering crawler access, machine readability, entity recognition, third-party mentions, and content structure, with a step-by-step fix for each.

With 46% of high school students using AI to explore college options, academies and e-learning platforms need Course schema, first-party learner data, and FAQPage markup to earn citations in ChatGPT and Perplexity answers.