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One Tech Tip: Can you tell if that song AI-generated? Here are some things to check

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One Tech Tip: Can you tell if that song AI-generated? Here are some things to check
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One Tech Tip: Can you tell if that song AI-generated? Here are some things to check

2025-07-31 21:39 Last Updated At:21:41

LONDON (AP) — Is it The Velvet Underground or Velvet Sundown?

The fictitious rock group, Velvet Sundown, which comes complete with AI-generated music, lyrics and album art, is stoking debate about how the new technology is blurring the line between the real and synthetic in the music industry, and whether creators should be transparent with their audience.

Computer software is widely used in music production, and artificial intelligence is just the latest tool that disc jockeys, music producers and others have added to their production pipeline. But the rise of AI song generators such as Suno and Udio is set to transform the industry because they allow anyone to create songs with just a few prompts.

While some people do not care whether they're listening to AI-generated music, others might be curious to know.

If you encounter a new song that leaves you wondering whether it's 100% made with AI, there are some methods that could reveal how it was created.

If you're wondering who's behind a song, try some old-fashioned detective work.

The “most obvious cues” come from “external factors,” said Manuel Mousallam, head of research and development at streaming service Deezer.

Does the band or artist have social media accounts? Lack of a social presence might indicate there's no one there. If they do exist online, examine the kind of content they post, and how long it goes back.

Is there any sign that the artist or band exists in real life? Are there any upcoming concerts and can you buy a ticket for a gig? Is there footage of past concerts on YouTube? Has an established record label released their singles or albums?

Try going to the source. Song creators often — but not always — publish their generated tunes on the Suno or Udio platforms, where they can be found by other users.

The catch is that you'll have to sign up for an account to get access. Users can look up songs by track name or the creator's handle, and browse genres and playlists. But it can still be difficult to spot a song, especially if you don't know the name of the song or creator.

Deezer has been flagging albums containing AI-generated songs, as part of its efforts to be more transparent as it battles streaming fraudsters looking to make quick money through royalty payments.

The Deezer app and website will notify listeners with an on-screen label — “AI-generated content” — to point out that some tracks on an album were created with song generators.

The company's CEO says the system relies on in-house technology to detect subtle but recognizable patterns found in all audio created by AI song generators. The company hasn't specified how many songs it has tagged since it rolled out the feature in June, but says up to 18% of songs uploaded to its platform each day are AI-generated.

There are a few third-party services available online that promise to determine whether a song is human-made or generated by AI.

I uploaded a few songs I generated to the online detector from IRCAM Amplify, a subsidiary of French music and sound research institute IRCAM. It said the probability that they were AI-generated ranged from 81.8% to 98% and accurately deduced that they were made with Suno.

As a cross-check, I also uploaded some old MP3s from my song library, which got a very low AI probability score.

The drawback with IRCAM's tool is that you can’t paste links to songs, so you can't check tunes that you can only hear on a streaming service.

There are a few other websites that let you both upload song files and paste Spotify links for analysis, but they have their own limitations. When I tried them out for this story, the results were either inconclusive or flagged some AI songs as human-made and vice versa.

AI song tools can churn out both music and lyrics. Many serious users like to write their own words and plug them in because they've discovered that AI-generated lyrics tend to be bad.

Casual users, though, might prefer to just let the machine write them. So bad rhyming schemes or repetitive lyrical structures might be a clue that a song is not man-made. But it's subjective.

Some users report that Suno tends to use certain words in its lyrics like “neon," “shadows” or “whispers.”

If a song includes these words, it’s “a dead giveaway” that it’s AI, said Lukas Rams, a Philadelphia-area resident. He has used Suno to create three albums for his AI band Sleeping with Wolves but writes his own lyrics. “I don’t know why, it loves to put neon in everything.”

AI technology is improving so quickly that there’s no foolproof way to determine if content is real or not and experts say you can't just rely on your ear.

“In general, it can be difficult to tell if a track is AI-generated just from listening, and it’s only becoming more challenging as the technology gets increasingly advanced,” said Mousallam of Deezer. “Generative models such as Suno and Udio are constantly changing, meaning that old identifiers – such as vocals having a distinctive reverb – are not necessarily valid anymore.”

Is there a tech topic that you think needs explaining? Write to us at onetechtip@ap.org with your suggestions for future editions of One Tech Tip.

FILE - A woman walks using her headphones on Tuesday, Jan. 17, 2023, in New York. (AP Photo/Andres Kudacki, File)

FILE - A woman walks using her headphones on Tuesday, Jan. 17, 2023, in New York. (AP Photo/Andres Kudacki, File)

ANN ARBOR, Mich. (AP) — Fired University of Michigan football coach Sherrone Moore broke into the apartment of a woman with whom he had been having an affair and threatened to kill himself after she reported the relationship to the school and he lost his job, prosecutors said Friday.

Moore was charged with three crimes, including home invasion and stalking.

As he watched by video from jail, authorities laid out extraordinary allegations against Moore and provided details that answered a key question: What led Michigan to suddenly oust the 39-year-old coach Wednesday after his second season at the helm of the storied football program?

Moore and the woman had been having an affair “for a number of years” before she ended the relationship Monday, said Kati Rezmierski, Washtenaw County first assistant prosecutor.

Moore repeatedly called the woman and texted her, but she refused to respond, Rezmierski said.

“Eventually she presented herself to the University of Michigan. Cooperated in some form of an investigation. As we all now know (Moore) was fired from his employment,” the prosecutor said.

Moore was dismissed for an inappropriate relationship with a staff member, the school said Wednesday without offering details.

After losing his job, Moore soon arrived at the woman’s apartment and “barged his way” in, Rezmierski told a judge.

“Then proceeded to a kitchen drawer, grabbed several butter knives and a pair of kitchen scissors. And began to threaten his own life,” she said.

The prosecutor quoted Moore as telling the woman: “I’m going to kill myself. I’m going to make you watch. My blood is on your hands. You’ve ruined my life.”

“She was terrorized,” Rezmierski said.

A not-guilty plea was entered on Moore’s behalf by District Court Magistrate Odetalla Odetalla. He said very little besides acknowledging the conditions of his release from jail, including no contact with the woman. Bond was set at $25,000.

The court hearing was held just 4 miles (6.4 kilometers) from Michigan Stadium where Moore, who is married and has three children, coached his last game against rival Ohio State in front of more than 100,000 fans on Nov. 29.

Defense attorney Joe Simon said Moore was taken to a hospital for a mental health evaluation after his arrest Wednesday and then returned to the jail.

He said Moore would “absolutely comply” with Odetalla’s order for an additional evaluation. Moore must wear a GPS tracking device, stay in Michigan and abstain from alcohol. The next court hearing was set for Jan. 22.

“There’s no evidence to suggest he’s a threat,” Simon said.

Moore signed a five-year contract with a base annual salary of $5.5 million last year. According to the terms of his deal, the university will not have to buy out the remaining years of his contract because he was fired for cause.

Moore, the team’s former offensive coordinator, was promoted to lead the Wolverines after they won the national title. He succeeded Jim Harbaugh, who returned to the NFL to lead the Los Angeles Chargers.

Michigan is set to play No. 14 Texas on Dec. 31 in the Citrus Bowl. Biff Poggi, who filled in for Moore when he was suspended earlier this season in relation to a Harbaugh-era sign-stealing scandal, will serve as interim coach.

While the school seeks a new head coach, the Wolverines may lose players in the transfer portal this winter and donors who help fund revenue-sharing and NIL deals may hesitate to invest in the winningest program in college football history.

EDITOR’S NOTE — This story includes discussion of suicide. If you or someone you know needs help, the national suicide and crisis lifeline in the U.S. is available by calling or texting 988. There is also an online chat at 988lifeline.org

Get poll alerts and updates on the AP Top 25 throughout the season. Sign up here. AP college football: https://apnews.com/hub/ap-top-25-college-football-poll and https://apnews.com/hub/college-football

Michigan football coach Sherrone Moore appears via video in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/ Ryan Sun)

Michigan football coach Sherrone Moore appears via video in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/ Ryan Sun)

Assistant prosecutor Kati Rezmierski appears in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/Ryan Sun, Pool)

Assistant prosecutor Kati Rezmierski appears in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/Ryan Sun, Pool)

Michigan football coach Sherrone Moore's attorney Joseph A. Simon looks over papers in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/Ryan Sun, Pool)

Michigan football coach Sherrone Moore's attorney Joseph A. Simon looks over papers in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/Ryan Sun, Pool)

Michigan football coach Sherrone Moore appears via video in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/ Ryan Sun)

Michigan football coach Sherrone Moore appears via video in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/ Ryan Sun)

Michigan football coach Sherrone Moore appears via video in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/ Ryan Sun)

Michigan football coach Sherrone Moore appears via video in court on Friday, Dec. 12, 2025 in Ann Arbor, Mich. (AP Photo/ Ryan Sun)

FILE - Michigan acting head coach Sherrone Moore celebrates a 24-15 win over Penn State following an NCAA college football game, Saturday, Nov. 11, 2023, in State College, Pa. (AP Photo/Barry Reeger, File)

FILE - Michigan acting head coach Sherrone Moore celebrates a 24-15 win over Penn State following an NCAA college football game, Saturday, Nov. 11, 2023, in State College, Pa. (AP Photo/Barry Reeger, File)

FILE - Michigan acting head coach Sherrone Moore reacts to a video replay during the first half of an NCAA college football game against Ohio State, Saturday, Nov. 25, 2023, in Ann Arbor, Mich. (AP Photo/David Dermer, File)

FILE - Michigan acting head coach Sherrone Moore reacts to a video replay during the first half of an NCAA college football game against Ohio State, Saturday, Nov. 25, 2023, in Ann Arbor, Mich. (AP Photo/David Dermer, File)

FILE - Michigan coach Sherrone Moore walks off the field following an NCAA football game on Saturday, Aug. 30, 2025, in Ann Arbor, Mich. (AP Photo/Al Goldis, File)

FILE - Michigan coach Sherrone Moore walks off the field following an NCAA football game on Saturday, Aug. 30, 2025, in Ann Arbor, Mich. (AP Photo/Al Goldis, File)

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