It's come to this: Human certification in the age of AI slop

20 May 2026 · 10 min · 8 chapters

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In short

How novelist Ned Hayes created “Human Intelligence,” a standardized certification (the “H” logo) to prove artworks are human-made and distinguish them from AI “slop,” using draft/document verification rather than unreliable AI detectors.

Guests/backgrounds

Corin Tucker, musician in the feminist funk band Slater Kinney (“Modern Girl”); she uses the certification process to verify her music. Ned Hayes is the episode’s central figure: fiction writer and former XML developer; also worked at Adobe, Microsoft, and Intel.

Key claims

AI detectors based on writing style are unreliable; trust requires standardized vetting of original drafts/metadata. Artists bear costs but may earn higher prices if consumers value verified human work.

Notable examples

Tucker submits scrawled lyrics, early demos, and final mixes; Human Intelligence checks revision speed and Google Docs/Word metadata.

Written by AI. May contain mistakes. Listen to the episode to check what was said.

Chapters

Tap a time to open that second in VO

Ned Hayes' Artistic Journey

0:45 to 1:29

Ned Hayes reflects on the value of human creativity in response to AI art.

“And when you're reading something, you're reading that journey.”

The Need for Standards in AI Art

2:11 to 3:37

Discussion about the historical context of web standards and their relevance to AI art.

“Listen today and subscribe at schwab.com slash on investing or wherever you get your podcasts.”

Creating Human Intelligence

3:37 to 5:04

Ned discusses the creation of a certification system for human artists.

“The standard would be like a seal of humanness, like a fair trade label or an organic label, 100 % human.”

Getting Artists on Board

5:04 to 6:25

Ned's efforts to promote his certification system and artists' initial skepticism.

“So Ned and his team went on a publicity spree.”

Corin Tucker's Certification Journey

6:25 to 7:01

Musician Corin Tucker shares her experience with the human certification process.

“And if we don't have agency in this conversation, I think we'll be losing a lot.”

Audience Reactions to AI Art

7:01 to 7:33

Hosts engage with the audience to gauge opinions on AI-generated art.

“Like for a new record, she could send photos of her scrawled lyrics, early demos, and the final mix.”

The Future of Art Certification

7:33 to 8:30

Discussion on the potential future of human art certification and its impact.

“We at the show have been around the continent promoting the new Planet Money book.”

The Verification Process

8:30 to 11:00

Hosts undergo the verification process and share their experiences, including passing.

“In fact, we don't even know if there will be a standard or just lots of companies verifying human-made work.”
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Transcript

Automatic transcript. May contain errors.

0:01NPR.

0:11Ned Hayes is a novelist. He's written eight books, and a few years ago he was reading to a book group in Portland, Oregon. Ned was narrating his novel he'd labored over, The Eagle Tree. And someone at the reading said, well, you know, I could probably push a button and create a novel this good. I bet Ned wanted to push a button and have a trap door open underneath that person. But also to Ned, this didn't quite make sense. Saying a chatbot could write a book misses the point of art. The fact that a writer spent several years ideating on a book and thinking about it and plotting and writing graphs and throwing them away, that's the love of writing and reading.

0:52And when you're reading something, you're reading that journey. You're reading for the backstory. So in a world of more and more AI art, Ned wanted to know how someone could prove to the world that they created their artworks themselves. This is The Indicator from Planet Money. I'm Darian Woods. And I'm Waylon Wong. Today on the show, artists versus AI slop. We tell the story of how Ned Hayes took that comment from that reading group and devised a way to help human artists stand out in a world of automated art.

1:28Support for NPR and the following message come from ID Tech. ID Tech is where kids ages 7 to 17 find their people. The BattleBots, game design, and more people. Go to IDTech.com and use code IDTech to save$150 this summer. This message comes from Dell. Dell PCs with Intel inside are built for the moments that matter. Like a big project that can't be interrupted by an update. With long-lasting battery life, you can stay focused on what matters. Built for you. Dell.com slash Dell PCs. This message comes from NPR sponsor Charles Schwab with its original podcast on investing. Each week, you'll get thoughtful, in-depth analysis of both the stock and the bond markets.

2:15Listen today and subscribe at schwab.com slash on investing or wherever you get your podcasts. To learn about tech standards, we can go back to the mid-1990s. Back then, the online community had a problem. A web developer would code a website, but they'd have to do it differently for each type of browser. One line to make a table, say for Netscape Navigator, and another line for Internet Explorer. What the internet needed was standards. So a group called the World Wide Web Consortium got together and decreed the coding rulebooks that people should use. One of those early rulebooks was called XML, and one of the XML developers was Ned Hayes, the fiction writer.

2:58The XML standard is used for all sorts of content and financial transactions today. Yeah, Ned is a bit of a renaissance man. Along with his writing, he's also worked at Adobe, at Microsoft, and at Intel. And Ned saw up close how important it was to have a standard, a common language that everybody uses. Fast forward to 2023, Ned is mulling over that comment in his reading group, and he has a spark of inspiration about standards in AI. It comes in a flash where I have the concept of the entire thing from A to Z, from soup to nuts, and I knew there was a standard that needed to be there. The standard would be like a seal of humanness, like a fair trade label or an organic label, 100 % human.

3:45Yeah, and like with XML, the checking process would be standardized. Every human artist would go through the same vetting, and every art consumer could trust the certification. The first thing Ned did was build a team. Ned named the company Human Intelligence. Now, there are dozens of AI detectors out there. You know, they'll scan for those long dashes that chatbots love, M dashes. They'll look for sentences that say, it's not X, it's Y. But they're not always reliable. So Ned knew his human certification system needed to go a level deeper. It needed to look at the artist's drafts. From his work with Microsoft, Ned knew that Microsoft Word and Google Docs are watching you.

4:28That's right. They're surveilling every keystroke you're making. So Ned's company built a system that looks into your original documents. It reads the metadata in your manuscript to see if there were any times when you, you know, suspiciously pasted 800 words of workmanlike yet beige prose into your story. Human intelligence has a similar principle for other art, like game designers and filmmakers. Show us the drafts. And because Ned wanted this to be a standard, he was in this kind of catch-22. To be widely accepted, he needed lots of users. And to have lots of users, he needed to be widely accepted.

5:04So Ned and his team went on a publicity spree. We started going to book fairs. We started going to book readings. we started calling up all of our friends who were artists and writers and saying, what do you think of this? Do you think this is important? And early on, everybody said, oh, that AI stuff is crap. It's not going to work. So we don't care. But Ned could smell the AI slop nearing on the horizon. The artists maybe just didn't have refined enough nostrils to smell it coming. Take a big whiff at AI slop. It's kind of like the smell of rancid aluminum foil. I thought you were going to say printer toner.

5:40I do like that smell. Yeah, maybe it's that too. Anyway, through his writing circles, Ned managed to sign up someone fairly high profile.

5:50My name is Corin Tucker and I'm a musician for the band Slater Kinney. Yeah, Slater Kinney, the feminist funk band most famous for this song, Modern Girl.

6:02When Ned asked if she wanted to verify herself as a human artist, Corin said it was a no-brainer. Artists care and they want people to know the difference between using a computer to write your music or write your book. It's a huge difference. Corin sees Ned's work as part of a wider dialogue that needs to happen between artists and AI companies. And if we don't have agency in this conversation, I think we'll be losing a lot. Corin thinks there's a big risk that a lot of art will be controlled by a small number of people in Silicon Valley. So Corin went through Ned's whole certification process.

6:39First, she showed proof of her identity. Then, under penalty of perjury, she had to attest that she was a real human. So then Corin got a little logo she could use, a capital H with a circle around it that verifies she's human. And now any new work would go through another process through human intelligence to confirm that it too is human made. Like for a new record, she could send photos of her scrawled lyrics, early demos, and the final mix. And then if Corin passes, she could print that capital H logo on that new album's cover. The business model is that the artist pays human intelligence to run the verification and keep the database of human verified works.

7:21The hope is that the H symbol means that the song or the novel could fetch a higher price. And a little unscientific polling shows that a lot of people would pay more. We at the show have been around the continent promoting the new Planet Money book. Well, we just wanted to say hello and welcome to the Planet Money Live show. I'm Waylon Wong. And I'm Darian Woods. Darian and I were in Toronto. We asked the audience what they think about all of this. Put your hands up if you would pay less for something if you learned that it was generated by AI. Okay. Pretty large, overwhelming, almost consensus.

8:03Yeah, there were a lot of hands up in the room. and the artists are taking note. Ned says that all those artists who didn't think AI art would be much of a thing back in 2023 have now started to call him asking how they can sign up. When human intelligence launched in late 2025, Ned had 5 ,000 artists signed up, and he expects that number to grow significantly. Now, we don't know if human intelligence's H symbol will be the standard. Like, the Authors Guild has its own human-authored certification. In fact, we don't even know if there will be a standard or just lots of companies verifying human-made work.

8:40Either way, artists are the ones bearing this cost, both in money and time to get the work verified. The current fee for human intelligence is$20. Yeah, so we wanted to go through the process ourselves and see how burdensome it might be for artists. And see if we would pass Ned's test. Ned got human intelligence's product lead at the time, Colette Alexander, to give us a Zoom call. We are talking today because I think we're going to verify that this Planet Money episode is made by humans. We promise we're not AI. I don't know if pleading is effective, Willard. Did it work? You're like, I promise I am not a robot.

9:20If you yell loud enough, it couldn't possibly be AI. Well, Colette had a different system, let's just say. She told us to send over all of our raw interviews and drafts as proof that we had labored and rewritten and typed painstakingly to create the show. I don't know why I'm feeling nervous that I might not be human. My output's been suspiciously high and vanilla recently. Oh, that beige, yeah, workman-like prose. No, has it? It's very unique. So we emailed through our files all the raw interview audio and Google Docs. Over the next week, human intelligence combed through it, measured the speed of our script revisions, and then about a week later, we received an email saying we failed.

10:05No, I'm just kidding. We passed. We passed. We passed. Hooray. Yay, we did it. The humans are fighting back. This episode was produced by Julia Ritchie and Cher Vincent with engineering by Maggie Luther. It was fact-checked by Sarah Juarez. Kate Conkannon edits the show and The Indicator is a production of NPR.

10:26Support for NPR and the following message come from ID Tech. ID Tech is a summer camp for ages 7 to 17 with over 50 courses like BattleBots, AI, coding, game design, and more. Visit IDTech.com and use code IDTech to save$150. This message comes from Mint Mobile. If you're tired of spending hundreds on big wireless bills, bogus fees, and free perks, Mint Mobile is for you. Shop plans at mintmobile.com slash switch. Taxes and fees extra. See Mint Mobile for details.

From the publisher
In an era of AI slop, we find out how some artists are seeking out human verification for their work. Plus, we prove our own episode is 100% human-made.

Fact checking by Sierra Juarez. 
Your Next Listen — Can you copyright artwork made using AI? 

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