Responsible AI

Fake AI YouTube mechanics are racking up millions of views with invented credentials and car-buying advice

AI-generated YouTube channels posing as Australian mechanics are amassing millions of views with invented hosts, fabricated credentials, and unverified car advice.

Fake AI YouTube mechanics are racking up millions of views with invented credentials and car-buying advice

Key takeaways

  • The Grayson Report, a YouTube channel featuring a wholly AI-generated host named "Liam Grayson", has accumulated 2.6 million views across 156 videos and 42,000 subscribers, according to Drive.
  • A single video ranking utes "from bad to catastrophic" has been viewed more than 450,000 times and drawn 1,149 comments, despite the host being entirely fabricated.
  • A second channel, The Aussie Mechanic, has reached 2.3 million cumulative views across 72 videos using the same approach.
  • YouTube's own disclosure label reads "Made with AI: Sounds or visuals were altered or fully generated", but the label has not stopped the content from spreading widely.

What Happened

In-body image for: Fake AI YouTube mechanics are racking up millions of views with invented credentials and car-buying advice
Illustrative AI-generated image by Mindiam (Flux 1.1 Pro Ultra)

A report published by Drive on 12 September 2026 detailed the spread of AI-generated YouTube channels presenting synthetic personas as credentialled Australian mechanics.

The most prominent example examined is the Grayson Report. The channel presents a fictional host, "Liam Grayson", described as a 50-year-old who has "owned and worked around utes long enough to know the difference between a niggle and a nightmare". In one video, Grayson ranks 12 utes from "bad to catastrophic". That video alone has been viewed more than 450,000 times and attracted 1,149 comments. Across 156 videos, the channel has reached 2.6 million cumulative views with 42,000 subscribers.

The channel claims to draw on "auction data, industry reports, manufacturer filings, and automotive market analysis" to "help Australians make smarter decisions". The videos feature what appear to be vehicle owners, mechanics, dealership staff, and farmers in suburban and rural Australian settings. None of these figures are real.

A second channel, The Aussie Mechanic, has accumulated 2.3 million cumulative views across 72 videos using a comparable format.

YouTube applies a disclosure label to content it identifies as AI-generated. The label states: "Made with AI: Sounds or visuals were altered or fully generated." The Drive report found this label present on the content but noted it had not prevented the videos from reaching large audiences.


Why It Matters

Australians searching for practical guidance on used-car purchases are encountering content that presents fabricated credentials as genuine expertise. The Grayson Report's framing, including a claim that its host can identify "dirt cheap 4WDs that outlast a brand-new LandCruiser", is designed to read as the opinion of an experienced tradesperson. It is not.

The Australian Consumer Law prohibits misleading or deceptive conduct in trade or commerce, including conduct that creates a false impression about a person's qualifications or the nature of a service. Whether AI-generated automotive content of this kind falls within that framework has not been publicly tested by the ACCC.

YouTube told Drive: "We remain focused on connecting our users with high-quality content, regardless of how it is made. All content uploaded to YouTube must comply with our Community Guidelines, and if we find that content violates a policy, we remove it."


Key Details

The Grayson Report's fictional host claims to have run "a country garage for thirty-two years" and presents himself as independent: "I've got nothing to sell you, no dealer, no sponsor, no badge I'm loyal to." That framing of independence is itself part of the synthetic persona.

YouTube's AI disclosure label is the platform's primary mechanism for flagging this content to viewers. The label does not prevent a video from being recommended or appearing in search results.


Background and Context

AI-generated video content using synthetic voices and likenesses has become technically straightforward to produce at scale. Channels of this type can publish high volumes of content at low cost, which accelerates subscriber and view accumulation.

The automotive category is a recurring target. Car-buying decisions in Australia frequently involve significant sums, and consumers actively seek independent advice online. The combination of high search intent and a credible-sounding persona creates conditions where synthetic content can perform well algorithmically before viewers question its origins.

Google, YouTube's parent company, has stated publicly: "Our goal is to build AI technology that empowers human creativity responsibly, and that includes protecting creators and their businesses."


What Comes Next

Drive's report does not indicate that either channel has been removed from YouTube. The ACCC has not publicly commented on AI-generated automotive advice channels. No Australian regulatory body has announced an investigation into the specific channels named in the Drive report.

The question of whether platform disclosure labels are sufficient to protect consumers from synthetic personas presenting fabricated expertise is likely to receive further attention from Australian regulators as the volume of this content grows.

Sources & citations

  1. Drive: "The fake AI YouTube mechanics fooling Australian car buyers" (12 September 2026). Available at:
  2. Australian Consumer Law overview, en.wikipedia.org:
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