AI Visibility
7 articles about "AI Visibility".
Should an Agency White-Label AI Visibility? Four Paths and 8 Questions Before You Sign (2026)
When clients start asking about AI visibility, web and marketing agencies have four paths. This post compares cost, client ownership and delivery responsibility, lists 8 questions to ask before signing a white-label deal, and shows how to explain what the score is and is not. Written by Ultra Lab, interests disclosed.
Crypto Narrative Hype Is Not Search or AI Visibility: Use AVS to Find the Gaps, Not to Call the Next Cycle (2026)
Narrative hype and KOL reposts do not mean search or AI answers can see you. Use AVS to find the gaps. Correlation is not causation; no ChatGPT recommendation is guaranteed.
Being Cited by an AI Overview Does Not Mean It Said What You Said: How a 98,020-Claim Study Measured It
A May 2026 preprint split Google AI Overviews into 98,020 claims and checked each against the pages the Overview itself cited: 11.0% were not supported, of which 7.0% were not mentioned on the cited page and 2.7% were contradicted by it. This post unpacks the method and its limits, and separates a common mistake: the widely quoted 60% trigger rate comes from a different study with a different denominator. It ends with five things site owners can do.
UltraProbe vs TWTools: Choosing a Free AI and SEO Website Scanner (2026)
Both are rule-based website scanners, not Semrush-style brand-mention trackers. TWTools: SEO / GEO / AEO across 18 sub-indicators, Taiwan-local signals, side-by-side comparison of up to 10 sites, PDF / CSV export. UltraProbe: SEO + AEO + AAO combined into AVS with a published formula, plus Prompt Security scanning and an npm CLI. The two scores cannot be compared, and a high score does not guarantee ChatGPT will recommend you.
Choosing an AI Visibility Tool: Brand-Mention Tracking vs Website Technical Scanning (AVS)
Products sold as "AI visibility tools" fall into at least two categories: tracking whether AI answers mention your brand, and scanning whether your website can be read by AI at all. They measure different things and their scores cannot be compared. This post gives a comparison table, three situations and which to choose, what Google and OpenAI's own documentation actually says, and where two things both called an AI Visibility Score turn out not to be the same thing.
Google Now Pays for AI Citations, and the Search Console API Cannot Measure Them
Google confirmed the AI contribution pilot: content that significantly contributes to answers in AI Overviews, AI Mode and Gemini gets paid, through Search Console. The formula is undisclosed, and when I tested our own property the Search Console API returned no AI surface data at all, even though the interface gained an AI report in August. Here is the test, how to rerun it, and what to measure instead.
What Is AI Visibility? How to Know Whether ChatGPT Recommends Your Brand (Free Methods Included)
AI visibility is the degree to which AI engines like ChatGPT and Perplexity can read, cite, and recommend your brand. This guide gives a three-layer measurement method: manual question panels, AI referral traffic, and automated AVS scoring, validated against 816 real AI citations where 60 percent of cited sites scored B-grade or above.