Search Visibility of Vibe-Coded Sites: 1,145 Domains
53.7% of 1,145 measured VCL domains had fewer than ten estimated monthly organic visits. Search visibility is uneven—and these estimates are not visitor analytics.
Updated November 1, 2026. This article uses dataset v10, with a November 1 cutoff and measurements recorded through October 31. This is a new frozen edition; changes in sample membership, recorded classifications and measurement timing are not within-project growth.
615 of 1,145 measured VCL domains—53.7%—had fewer than ten estimated monthly organic Google visits in the November report. The median estimate was 5.8.
A public URL and a presence in search are different things. This snapshot documents that distinction, while leaving an important question unanswered: how many people actually visited those products through all channels?
A broad spread of search estimates
The report contains 1,145 eligible unique custom domains, all with a qualifying New ETV estimate. A missing estimate would be excluded, not assigned zero traffic. The median measurement was 0.8 days old at cutoff; the oldest was 8.8 days old.
| Estimated monthly organic visits | Domains | Share of 1,145 measured domains |
|---|---|---|
| Zero estimate | 316 | 27.6% |
| Above 0, below 10 | 299 | 26.1% |
| 10 to below 100 | 195 | 17.0% |
| 100 to below 1,000 | 163 | 14.2% |
| 1,000 or more | 172 | 15.0% |
The below-ten finding combines the first two rows: 316 plus 299, divided by 1,145. At the other end, 172 domains had an estimate of at least 1,000 monthly organic visits. A low median therefore does not describe every site in the sample.
Traffic-method change. This edition uses DataForSEO’s New ETV calculation. Editions through v9 used an older calculation; differences between those estimates are not evidence of traffic growth. These are modelled search estimates, not measured visitors.
What “traffic” means here
These are estimates, not measured visits from GA4, PostHog or server logs. They describe organic Google search across available locations and languages under this edition’s recorded estimation method. They do not measure direct visits, social referrals, paid traffic, unique visitors or revenue.
A zero estimate is not proof that nobody visited a site. Equally, the 1,000-plus category does not establish that those visits converted into active users or customers.
This is a selected sample of public VCL project domains, not a representative estimate for all vibe-coded products. Shared platforms are excluded from this domain analysis. The results do not establish whether AI-assisted development caused low search visibility, how long each product had been promoted, or how the same domains changed over time.
The defensible finding is narrower: most measured custom domains in this release had a small estimated organic-search footprint.
Data and source. State of Vibe Coding 2026, Dataset v10: organic search visibility, cutoff November 1, 2026 at 00:00 UTC. See the edition’s methodology for the frozen estimation settings.
Read the full State of Vibe Coding report for search visibility alongside backlink strength, infrastructure and page measurements.