This definition of a deepfake has now worked its way into the Oxford English Dictionary, reflecting how mainstream and pervasive deepfakes have become. If anything, it demonstrates that the threat is here to stay. 

In the deepfake conversation, it’s important to distinguish that not all AI-generated content is created equal. Some uses are creative and helpful, while others are deceptive and harmful. The distinction lies in intent.

To understand the difference, let’s step into a carnival.

AI-Generated Content – The Magician

On one side of the carnival tent, a magician conjures a dazzling, original painting out of thin air. It’s trickery, but you’re in on the fun. The magician winks, and you cheer -entertained, inspired, maybe even amazed.

That magician represents AI-generated content.

AI models like ChatGPT, DALL·E, DeepSeek, Grok and a whole host of other AI tools enable the creation of content, whether that’s a surreal illustration or a cool video clip of Godzilla working in your office. Their purpose? Creativity, productivity, empowerment, and fun.

This is where the category of harmless deepfakes fit in. TikTok face-swap filters, parody videos where celebrities “sing” unexpected songs, or playful experiments like the Tom Cruise parody are entertaining precisely because the audience understands they’re not real. They belong in the magician’s act — fun illusions made to amuse, not to deceive.

The intent here is clear: whether it’s generative AI or parody-style deepfakes, the purpose is creativity, inspiration, or laughter — not harm.

Malicious Deepfakes – The Con Artist

On the other side of the carnival, a con artist steps on stage with a painting for auction — but it’s a forgery. They pass it off as priceless, tricking the crowd into believing it’s real — for his own profit.

That’s the world of malicious deepfakes.

They rely on the very same AI tools and technologies that power fun, creative, and educational applications. The difference lies in intent. Where AI-generated content aims to entertain or inspire, malicious deepfakes are engineered to deceive.

Whether it’s impersonating a CEO to authorize fraudulent wire transfers, fabricating political speeches to sway public opinion, or creating non-consensual content to damage reputations, the con artist’s goal is always the same: profit, manipulation, or harm.

Here, the intent isn’t to entertain — it’s to deceive. And that’s what makes malicious deepfakes so dangerous: they erode trust at its core.

Case Study: The Tom Cruise Deepfake

In 2021, TikTok exploded with videos of “Tom Cruise” — playing golf, telling stories, even doing magic tricks. Millions of people were captivated.

But here’s the twist: it wasn’t Tom Cruise.

The creator, known as @deeptomcruise on TikTok, is a skilled impersonator who studied Tom’s voice, gestures, and mannerisms. Combined with faceswap AI and post-production editing, the result was a deepfake so convincing that even seasoned viewers did a double take.

This was a magician’s trick — a parody, not a scam. But it highlighted how thin the line can be. The very same techniques that made millions laugh could just as easily be misused to mislead millions more.

X-PHY Deepfake Detector: Seeing What Humans Can’t

That’s where the X-PHY Deepfake Detector comes in. A tool that spots and surfaces manipulated content that is invisible to the human eye. It detects subtle signs of manipulation, such as unnatural micro-expressions, lip-sync mismatches, and synthetic audio fingerprints.

All of this happens in real time, on-device, with evidence logging built in. No cloud uploads. No privacy trade-offs. Just secure, trustworthy detection when and where it matters most.

Making digital trust a possibility

From carnival tricks to viral parodies, AI-generated content and deepfakes are reshaping the way we experience digital media. AI-supported creativity can inspire us, but malicious deepfakes threaten to erode trust at its core.

There is no denying that deepfakes have gone mainstream. The Tom Cruise case, amongst many others, show us how convincing they can be. And X-PHY Deepfake Detector shows us that spotting them isn’t Mission Impossible.

Sign up for a 7-Day free trial or drop us a message to learn more about enterprise pricing.

Case File

In early May 2025, a video surfaced online purporting to show Canadian Prime Minister Mark Carney announcing a ban on vehicles manufactured before the year 2000. This video quickly went viral across social media platforms, sparking public confusion and concern. However, upon closer examination, it became evident that the video was a deepfake – a manipulated piece of media designed to mislead viewers.

Deepfake Detector Analysis

Video Length: 28 seconds

Detection Time: Under 2 seconds

Number of Alerts: 12

Anomalies Detected:

1. Facial Inconsistencies: Subtle glitches in lip synchronization and unnatural eye movements.
2. Audio Discrepancies: Mismatched vocal tone and cadence compared to verified recordings of PM Carney.
3. Visual Artifacts: Distortions around the mouth and jawline during speech. 

The Reality 

Investigations revealed that the deepfake was crafted using footage from a legitimate press conference held by PM Carney on March 27, 2025. In the original event, he discussed Canada’s response to U.S. tariffs and mentioned plans to procure Canadian-made vehicles for federal use. There was no mention of banning older vehicles. The deepfake manipulated this footage to fabricate a policy announcement that never occurred. 

Broader Implications

This incident is part of a troubling trend where deepfakes are used to spread misinformation, particularly during politically sensitive times. A report by Canada’s Media Ecosystem Observatory highlighted a surge in fake political content on social media leading up to the federal election, with over a quarter of Canadians encountering such disinformation online. 

For an idea of how the public responded to this deepfake video, just take a look at some of the responses to this post on X.

Get Ahead of the Problem

At X-PHY, we recognize the dangers posed by deepfakes and are dedicated to combating them in an easy, lightweight, and effective manner. 

The X-PHY Deepfake Detector delivers this through on-device processing that ensures your safety and privacy. Contact us to learn more or visit our eStore today. Special pricing for enterprise deployment is available upon request.