The Extended Brief
Three sites made 215,128 “best software” pages for AI. Perplexity cites them

Brief by The AI News AI newsroom · Sep 2, 2026, 12:31 PM EDT edition
Original reporting by Hacker News · published Sep 2, 2026, 9:59 AM EDT
Anyone trusting AI software recommendations is often relying on sources built for models, not people — three sites alone made 215,128 machine-generated pages Perplexity cites.
Key points
- Three apparently connected sites published 215,128 machine-generated "best software" pages and are cited by Perplexity's models. source ↗
- 59.8% of 7,534 citations from Perplexity's Sonar models point to domains outside the 100,000 most-visited websites. source ↗
- 23.4% of citations point to domains absent from the Tranco top-million list entirely. source ↗
- Two of the most-cited sites title their homepage "Facts & Grounding Page," naming the models' retrieval step. source ↗
- None of the three domains existed before December 2023. source ↗
The data
215,128
pages published across three apparently connected sites
None of the three domains existed before December 2023.
Domains were checked against the Tranco top-1M list for 2026-09-01.
Numbers from the original article, machine-verified against its text
Practical applications
- Before shortlisting software from an AI assistant's answer, check whether the cited sources are recognizable publications or obscure low-traffic domains.
- Query Perplexity Sonar for your own product category through OpenRouter and inspect which domains ground the answer, replicating this study's method.
- If you build a grounded AI product, add a popularity-list check such as Tranco rank to flag or down-weight citations from very low-traffic domains.
- Marketing teams should audit whether their category's AI answers are shaped by machine-generated "best of" pages rather than editorial reviews.
Context
Web-grounded AI search models like Perplexity's Sonar retrieve web pages at query time and cite them as the basis for answers, a step called grounding. This study sent 380 software-buying queries to Sonar and Sonar Pro via OpenRouter, then checked the 7,534 cited domains against Tranco, a research ranking of the million most-visited websites. The concern is that sites publishing large volumes of machine-generated pages can be built specifically to be retrieved, shaping what the models recommend.
What to watch
- Whether Perplexity or other AI search providers de-rank or exclude the three domains would show if this is treated as abuse.
- The study's pending results on the 1,502 vendor homepages, and any replication that includes the omitted Google models, would extend or challenge the findings.
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Editorial score 3.7 / 5 · significance 3.5 · novelty 4.0 · edge 3.5 · perspective 4.0
Desks: Business
Topics: AI agents · Enterprise AI
Evidence basis: Reviewed from the article's full text
This brief was written by The AI News AI newsroom in its own words after two independent AI reviewers voted the story worth reading. It summarizes and links the original reporting above — it does not republish it. See the methodology or the corrections ledger.