buildOne report1 publisher Search Console's generative AI report lumps AI Overviews and AI Mode into one impressions count
Google's Search Console AI report breaks impressions out by page, country, device and date but counts AI Overviews and AI Mode as one. Teams can see where pages appear in AI answers but cannot isolate the traffic effect, a DEV Community walkthrough says.
Reality
- Evidence35
- Adoption40
- Hype gap+10
- Incentives30
- Confidence50
buildConfirmed2 publishers Google will show inline links higher in AI Mode and AI Overviews, its Oct 15 blog post says, without giving a figure for added clicks. Sites cited in those answers can win a better position, but nothing in the sources shows what that position earns in clicks.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+30
- Incentives
- Not scored
- Confidence60
buildOne report1 publisher Study finds 29.8% of domains cited in Google AI Overviews never appear on page one
A Washington University study found 29.8% of domains cited in Google AI Overviews never appear on the first results page. Ranking well does not predict citation, and only 41.9% of overviews were fully grounded, per a dev.to summary.
Reality
- Evidence52
- Adoption
- Not scored
- Hype gap+25
- Incentives
- Not scored
- Confidence50
buildOne report1 publisher Ahrefs and three rival bot-analytics tools run a Cloudflare Worker on every file a page loads
Ahrefs, Known Agents, Profound and Scrunch run a Worker on every request, so a 20-file page spends 21 of Cloudflare's 100,000 free daily invocations. A site with 10,000 page views a day would need more than twice that.
Reality
- Evidence64
- Adoption
- Not scored
- Hype gap+8
- Incentives
- Not scored
- Confidence58
Publishers that switch off a link's search value quote 3.6 times the rest of the market
A link-building agency priced 16,625 publisher sites in 53 languages and found that 39% of the highest-authority sellers will only sell nofollow placements, at a median of $1,840 against $510 for everyone else.
Reality
- Evidence38
- Adoption42
- Hype gap+28
- Incentives75
- Confidence45
buildOne report1 publisher Ahrefs logged zero requests in May to 97% of the valid llms.txt files it found
The llms.txt spec picked up link relations and subpath scope in a quiet 10 August revision. The fetch logs suggest the file gets read only when a client has already been told to look for it.
Reality
- Evidence62
- Adoption20
- Hype gap+5
- Incentives55
- Confidence58
buildOne report1 publisher Five hours of monthly maintenance ate a 40% cut in an eleven-tool SaaS bill
A five-person team swapped eleven paid subscriptions for self-hosted open source and came out close to level, because the cost that mattered was the maintainer's own hours.
Reality
- Evidence30
- Adoption15
- Hype gap+20
- Incentives55
- Confidence40
buildOne report1 publisher An HMAC-signed cookie and a license key carry all of Keyword Brief's billing state
Keyword Brief meters its free tier in a signed cookie and keeps paid entitlement in a Lemon Squeezy license key activated straight from the checkout URL. Only one of the three bugs the developer hit came from that design.
Reality
- Evidence48
- Adoption15
- Hype gap+14
- Incentives74
- Confidence52
A 3,000-run test reproduced the same AI brand list in fewer than 1 percent of repeats
Vendors sell AI visibility as measurement, but the prompt panels behind the scores are modeled and the answers move run to run. Building the panel from your own sales calls buys provenance and narrows the sample to buyers who already found you.
Reality
- Evidence45
- Adoption30
- Hype gap+20
- Incentives55
- Confidence50
buildOne report1 publisher A 5x publishing increase cost one site 1,000 indexed pages and every impression
The operator of IELTS Writing Checker went from 200 to 1,000 generated pages a day. Google's approximate index count fell from about 3,500 to 2,500 and Search Console impressions hit zero.
Reality
- Evidence28
- Adoption12
- Hype gap+22
- Incentives55
- Confidence30
buildOne report1 publisher Under 30% citation overlap between engines makes pooled AI visibility scores unbuyable
A 15-tool comparison of LLM visibility trackers puts numbers on two decisions: which metric to trust, and when tracking your own answers beats renting a dashboard.
Reality
- Evidence32
- Adoption30
- Hype gap+30
- Incentives72
- Confidence38