Is AI discovery a real opportunity for my brand, or is it overhyped?
96% of B2B companies are invisible in AI discovery, according to a 2X survey. The hype is real, but the execution gap is the real story.
Somebody should be keeping the record.
AI search advice changes every few weeks, and almost nobody remembers what the industry confidently claimed three months ago. We read everything published about AI search, every day, and keep it with dates. When a claim turns out to be wrong, we can show you exactly when it went wrong and who kept repeating it.
Written for founders optimising their own product’s visibility. No agency pitch, no listicles, no advice we cannot back with a source.
Claim files
One page per significant claim in AI search. What was promised, who said it, what the evidence actually shows, and how confident we are.
Claim file · reviewed 28 Jul 2026
Claim file · reviewed 28 Jul 2026
Does brand authority actually drive AI citations, or is it just the latest SEO hype?
Of 39 articles on brand authority, 27 promoted it and only 2 questioned it. The first doubt came 8 months after the first promotion.
Claim file · reviewed 28 Jul 2026
Is ChatGPT Shopping actually driving product discovery, or is it just another AI search feature that founders can safely ignore?
ChatGPT Shopping went from 8% to 87% visibility in five months for one tracked brand, and 50 million daily queries are now flowing through the feature.
Claim file · reviewed 28 Jul 2026
Should I track citation share as my primary AI search metric?
34 promotional pieces for citation share were published after the first study showed it doesn't match Google. Should you trust it?
Claim file · reviewed 28 Jul 2026
Do Google core updates still matter for AI search visibility?
47 articles tracked across 26 publishers show core updates now affect AI citation patterns, not just traditional rankings.
Claim file · reviewed 28 Jul 2026
Should I invest in building a knowledge graph for AI search visibility?
46 articles in our corpus name 'knowledge graph' in the headline, but only 1 expressed doubt before a flood of 33 promotional pieces followed.
Claim file · reviewed 28 Jul 2026
Should I track brand mentions in AI search results? Is it worth the effort for a solo founder?
29 articles in 14 months, 25 neutral, 4 promotional. Not a single one proved that tracking mentions drives more citations.
Claim file · reviewed 28 Jul 2026
Can I actually track my brand's visibility in AI search?
33 articles from 24 publishers all agree: tracking your brand in AI search is not only possible but increasingly standard.
Claim file · reviewed 28 Jul 2026
Should I trust AI visibility scores to measure my brand's presence in AI search?
39 articles promoted visibility scores, but the first doubt appeared in April 2026 and 9 more promotional pieces followed anyway.
Claim file · reviewed 28 Jul 2026
Can I trust AI visibility tracking tools to measure my brand's presence in AI search?
85 articles in 10 months, 42 promote AI visibility tracking, but one June 2026 analysis says it's broken.
Claim file · reviewed 27 Jul 2026
Should I optimize my website for AI agents?
AI agents now drive 1,300% more traffic than last year, but only 4% of websites are ready for them. Here's what the evidence says about optimizing for them.
Claim file · reviewed 27 Jul 2026
Should I optimize my content for AI answers?
67 promotional articles published after the first doubt in December 2025 show the hype continues despite unresolved questions about effectiveness.
Claim file · reviewed 27 Jul 2026
Should founders optimize for Google AI Mode, or is it just a passing feature?
AI Mode now serves 1 billion users with a 93% zero-click rate, yet only 12% of its citations overlap with organic search results.
Claim file · reviewed 27 Jul 2026
How much traffic are AI Overviews actually costing publishers?
AI Overviews cut organic CTR by 58%, and one Berlin expat guide lost 70% of its traffic. Here is the data every founder needs.
Claim file · reviewed 27 Jul 2026
Do I need AI search monitoring tools to track my brand in AI search?
83 articles from 31 publishers promoted AI search monitoring tools in 2025-2026, with zero critical pieces.
Claim file · reviewed 27 Jul 2026
Is answer engine optimization a proven strategy or just hype?
155 publishers promoted answer engine optimization in their headlines, but only 4 questioned it. The hype cycle is clear, the proof is not.
Claim file · reviewed 27 Jul 2026
Should I bet my content strategy on answer engine optimization?
Since April 2026, only 4 out of 84 articles have questioned answer engine optimization, but 24 promotional pieces followed the first doubt, making it a classic hype cycle.
Claim file · reviewed 27 Jul 2026
Are brand mentions a reliable ranking factor for AI search, or is the industry overhyping them?
96 out of 157 articles promote brand mentions as a key AI ranking factor, but the first doubt appeared in January 2026, and a June 2026 Semrush study found 62% of AI citations don't lead to a brand mention at all.
Claim file · reviewed 27 Jul 2026
Is AI citation tracking a reliable way to measure brand visibility in LLM search?
40-60% of AI sources change monthly. Citation tracking is useful for trends, not snapshots.
Claim file · reviewed 27 Jul 2026
Can I earn AI citations by optimizing my own content, or do I need earned media coverage?
84% to 94% of AI citations come from earned media, not your blog. Here is what that means for your content strategy.
Claim file · reviewed 27 Jul 2026
Does getting cited by AI actually work?
Only 6 of 149 articles question the 'get cited by AI' claim, but 93 promotional guides were published after the first doubt.
Claim file · reviewed 27 Jul 2026
Can I reliably get my content cited by ChatGPT?
485,000 citations claimed in one July 2025 study, but 57 how-to guides later, no independent verification exists.
Claim file · reviewed 27 Jul 2026
Does digital PR actually improve AI search visibility?
34 out of 53 articles promote digital PR for AI visibility, with only 1 questioning its value. Here is what founders need to know.
Claim file · reviewed 27 Jul 2026
Does E-E-A-T actually boost AI visibility?
Only 2 of 64 articles on E-E-A-T question its impact on AI visibility, and no controlled study exists.
Claim file · reviewed 27 Jul 2026
Should I optimize my content for query fan-out?
20 articles promoted query fan-out optimization, but the first cannibalization warning in July 2026 has halted all subsequent promotion.
Claim file · reviewed 27 Jul 2026
Is generative engine optimization (GEO) a real, measurable strategy or just rebranded SEO?
481 articles, 201 publishers, and a $7.3B market. But the first doubt appeared on day one.
Claim file · reviewed 27 Jul 2026
Is generative search optimization (GEO) a proven strategy for improving brand visibility, or is it mostly hype?
Only 3 of 38 articles question generative search's value, but 12 promotional pieces have appeared since the first doubt. Founders should treat GEO as experimental, not proven.
Claim file · reviewed 27 Jul 2026
Does llms.txt get your site cited by AI?
No. And 34 of the 39 articles we hold that promote it were published after the first one reporting it does nothing.
Claim file · reviewed 27 Jul 2026
Is Peec AI worth using for tracking my brand's AI search visibility?
Peec AI raised €7M in July 2025, but 17 doubt articles have appeared since, and 28 promotional pieces followed the first doubt. Most neutral comparisons rank it as one option among many.
Claim file · reviewed 27 Jul 2026
Should I base my GEO strategy on ranking factors?
Of 49 articles naming 'ranking factors' in their headline, only 1 questions their relevance — but that one doubt arrived in July 2026, and no promotional articles have appeared since.
Claim file · reviewed 27 Jul 2026
Does schema markup improve AI search visibility?
81% of AI-cited pages use schema markup, but an Ahrefs test found no citation impact. The evidence is more nuanced than the hype suggests.
Claim file · reviewed 27 Jul 2026
Does schema markup actually help get my site cited by AI search engines?
After 269 articles and 14 years of promotion, the first controlled test tracked 1,885 pages adding schema and found AI citations barely moved.
Claim file · reviewed 27 Jul 2026
Is share of voice a reliable metric for AI search visibility?
31 promotional articles about share of voice were published after the first article questioning the metric, yet the concept remains unproven as a KPI for AI search.
Claim file · reviewed 27 Jul 2026
Does structured data improve visibility in AI search?
65 of 93 articles promote structured data for AI visibility, but 5 question its impact, and the first doubt appeared in July 2025.
Claim file · reviewed 27 Jul 2026
Does building topical authority actually help a solo founder get cited by AI search engines?
45 of 58 articles promote topical authority for AI search, but only one publisher questioned it before March 2026, and 20 more promotional pieces followed anyway.
Claim file · reviewed 27 Jul 2026
Should I invest in tracking brand mentions in AI search?
Of 59 articles promoting brand tracking in AI search, only 1 asked whether the tools actually help fix visibility. The answer matters more than the number.
Claim file · reviewed 27 Jul 2026
Is zero-click search a new threat that kills website traffic?
149 articles since 2014 show zero-click search was hyped long before AI, but 2025's first doubt signals a shift in understanding.