Amazon Prime Video pulls AI recaps after Fallout feature gets key plot points wrong

Prime Video Hits Pause on Error-Filled AI Recaps

Amazon launched a limited beta of AI-generated Video Recaps for selected in-house Prime Video shows last month -- titles like Fallout, Jack Ryan, The Rig, Upload and Bosch. But now the feature has made a generative AI about-face, with reports of it being removed from the app after fans found errors in the Fallout recap and posted about them online. Don't miss any of our unbiased tech content and lab-based reviews. Add CNET as a preferred Google source. The Video Recaps feature stitches together video clips, audio effects, snippets of dialog, music and an AI-generated voiceover narration. According to Amazon, it "analyzes a season's key plot points and character arcs to deeply understand the most pivotal moments that will resonate with viewers as they enter the next season." But as reported earlier by GamesRadar, a viewer recently posted in the r/Fallout subreddit that the season one recap incorrectly dated Cooper Howard's flashbacks to 1950 when they were actually set in 2077. "'Cooper offers Lucy a choice in the finale: die, or join him' phrased as if he'd be the one to kill her," another viewer posted on X, describing one of the other AI errors in the recap. Several outlets then noted that the recap option in the app seems to have disappeared. CNET Senior Editor Corinne Reichert's app still displays the recap option, but nothing happens when it's clicked. As someone with a terrible memory, I would really, really like these types of features to work. Hope springs eternal, I guess. Amazon did not immediately respond to a request for comment.

Amazon Prime Video pulls AI-powered recaps after Fallout flub

Amazon Prime Video has pulled its AI-powered video recap of Fallout after viewers noticed that it got key parts of the story wrong. The streaming service began testing Video Recaps last month, and now they're missing from the shows included in the test, including Fallout, The Rig, Tom Clancy's Jack Ryan, Upload, and Bosch. The feature is supposed to use AI to analyze a show's key plot points and sum it all in a bite-sized video, complete with an AI voiceover and clips from the series. But in its season one recap of Fallout, Prime Video incorrectly stated that one of The Ghoul's (Walter Goggins) flashbacks is set in "1950s America" rather than the year 2077, as spotted earlier by Games Radar. The monotone AI-narrator of the Fallout recap also wrongly said that The Ghoul gives Lucy MacLean (Ella Purnell) a choice to "die or leave with him" on a quest to find her father, though it's a bit more complex than that. It would've been more accurate to say Lucy could've gone with The Ghoul, or stayed at The Observatory, where she risked an attack from The Brotherhood of Steel. According to Amazon, AI-powered recaps are supposed to appear on a series' detail page when a "customer navigates to the next season of a supported series," but now they seem to be gone completely. The Verge reached out to Prime Video with a request for comment but didn't immediately hear back.

Amazon's AI-generated recap tool didn't watch Fallout very closely

You can watch the recap yourself in the "Extras" section of Amazon's Fallout season two listing in Prime Video. Besides being somewhat dry, the AI-generated recap incorrectly identifies the time period of the show's Los Angeles-set flashbacks as being the 1950s, when they're actually 2077 (the Fallout franchise is set in an alternate history that diverged from our real one after 1945). As Gizmodo notes, the recap also seems to misunderstand the ending of the first season, which sets up season two's partnership between vault dweller Lucy and The Ghoul, an irradiated wastelander with a personal connection to the mystery at the heart of the first season. While the recap suggests Amazon's AI system can successfully combine clips, music and dialogue into a coherent video, it apparently lacks an understanding of the details. The inaccuracies in this recap won't prevent anyone from enjoying the second season of the show, but they don't exactly inspire confidence in Amazon's tool either. It also seems like a problem that could have been easily solved by having a human employee who's watched the show review the video before it was uploaded. Unfortunately, Amazon's lack of AI quality control extends beyond recaps of its shows and into the dubs for the shows themselves. The company pulled AI-generated voiceover tracks for Banana Fish and other anime because of how bad they sounded earlier this week. It wouldn't be surprising if this recap gets pulled, corrected and re-uploaded, too. As Amazon adds more AI-generated content to its platform, users are bound to discover more ways it comes up short. The company's audience is too big, and AI is apparently still too unreliable for it to be avoided.

Amazon pulls AI recap from Fallout TV show after it made several mistakes

But it has since disappeared from the site after users highlighted mistakes in its video summarising the events of Fallout season one - including claiming one scene was set more than 100 years earlier than it was. The move to apparently press pause on its AI-powered recaps was first reported by tech publication The Verge. Amazon said in November the recaps would be available to users as an experimental feature, and only "for select English-language Prime Original series in the US". "Video Recaps use AI to summarise a show's most pertinent plot points with a theatrical-quality video that includes narration, dialogue, and music," it said. But fans eagerly awaiting the release of the next series of Fallout on 17 December highlighted errors introduced in its video recap for its first series. Users on Reddit said a clip showing The Ghoul - one of the show's central characters, played by actor Walton Goggins - was wrongly described in the AI narration as a "1950s flashback". Despite the clip's retro aesthetic, it actually depicts a scene in 2077 - something fans of the series would know instantly. Fans also said the recap incorrectly summarised a scene between The Ghoul and protagonist Lucy MacLean, played by Ella Purnell, altering their dynamic in a way that would confuse new viewers. It joins a long list of errors have being introduced when using generative AI tools to produce content summaries. In early 2025, Apple suspended an AI feature summarising notifications after it drew complaints for repeated mistakes in its summaries of news headlines. The BBC was among the groups to complain about the feature, after an alert generated by Apple's AI falsely told some readers Luigi Mangione, who has been charged in the US with killing UnitedHealthcare chief executive Brian Thompson, had shot himself. Google's AI Overviews, which aim to provide concise summaries of search results, have also come under criticism and mockery for errors.

Amazon's Official 'Fallout' Season 1 Recap Is AI Garbage Filled With Mistakes

It's not uncommon for a streamer on the precipice of premiering one of its banner shows to release a helpful little recap video to catch folks up to speed. What shouldn't be a sentence written, let alone read, is that Prime Video appears to have rake-stepped once more with AI, making new slop in the form of a Fallout ahead of its second season. Surprise! It comes complete with inaccuracies and hallucinations about the show. GamesRadar+ first reported on the news; Prime Video's Fallout season one recap video was also shared on Reddit. You can currently view the three-minute clip on Prime Video by going to the Fallout page, selecting season two, and clicking "Bonus: Fallout Season 1 Recap." Immediately, it hits viewers with a monotone text-to-speech-sounding voice. It's not unlike the streamer's anime AI beta dub that pissed a bunch of users offâ€"to the point that Amazon quietly rolled back the implementation of its English AI beta for shows like Banana Fish and No Game No Life. Key among the Fallout trailer's errors is the robotic narrator claiming the show's flashbacks to a pre-ghoul Walton Goggins are set in 1950s America. In fact, as GamesRadar+ notes, these scenes, while both a throwback to the novelty of the time and featuring a nuclear-powered futuristic visage, actually take place in 2077. Another inaccuracy within the recap video is its characterization of season one's climax, stating the Ghoul's offer to Ella Purnell's Lucy MacLean to hunt after her father was of the "die or leave with him" variety. In reality, both characters were fed up with all of Kyle MacLachlan's Hank and his bullshit, so they decided to pretty amicably join up to hunt him down. That is seemingly the whole thrust of the show's upcoming second season. But no one would've gleaned that by watching this particular recap video. io9 has reached out to Prime Video for comment and will update this post should we hear back. Prime Video's AI recap videos aren't a new thing, it seems. As with AI beta dub tracks introduced back in March, Amazon has been testing AI-generated recap videos as recently as last month, according to the Verge. In fact, the company was so proud of it, it wrote a whole blog touting that AI video recaps would "use AI to identify a show’s most important plot points, combining them with synchronized voice narration, dialogue snippets, and music to create a visual summary that prepares viewers for the new season." "Video Recaps marks a groundbreaking application of generative AI for streaming," Gérard Medioni, vice president of technology at Prime Video, wrote in the post. "This first-of-its-kind feature demonstrates Prime Video’s ongoing commitment to innovation and making the viewing experience more accessible and enjoyable for customers." But as noted earlier, the program clearly isn't built to do what it says it would, like identifying all the crucial details of a show, when it even gets the simplest and most nuanced details wrong. Then again, AI is wont to do that. But even if it did those things right, who is asking to sit down and listen to an emotionless voice summarize plot details for a show with all the enthusiasm of a wet dishrag? On any given day, all of this is just another bad look for a media corporation. But it's especially messed up considering a lot of folks will likely take a gander at it, what with Geoff Keighley's Game Awards taking place later today. Last year, Fallout won Best Adaptation, bringing out Bethesda developers like Todd Howard to accept the award. Two years ago, Fallout stars Purnell, Goggins, Aaron Moten, and a dude wearing full power armor took the stage to announce the show. Fallout is a good show that deserves kudos, so seeing the platform that houses it not give enough of a shit to do the bare minimum of hiring someone to cut a quick little recap of the show's "things to remember" moments is all kinds of hacky and lazy. Fallout season two premieres December 17 on Prime Video, should this instance of AI chicanery not have yucked your Vault-dwelling yum.

Fallout season 1's error-filled AI recap was so bad, Amazon yanked it

This incident highlights risks of using AI without proper oversight, potentially damaging brand credibility through easily avoidable factual mistakes. Corporate greed, unchecked hubris, technology advancing too fast without any regard for its impact. All these themes are explored in the Fallout games, and in the wildly successful TV series that Amazon debuted in 2024. Someone at Amazon probably should have watched it, before submitting an "AI"-generated recap so full of errors and flubs that the company was forced to blow it up. You're probably familiar with the short recap video format, a little "previously on Battlestar Galactica" segment that now precedes many scripted streaming shows when they drop a new season. They can be essential for viewers who need a refresh, especially since the large scale of prestige streaming TV means it can be more than a year since the last one debuted. They're short and easy, probably a couple of days' work in the editing room, maybe a bit of voice-over. But this small bit of human effort, to enhance the viewing experience of a show that reportedly costs more than $100 million per season to produce, is apparently too much for Amazon. The company has been using auto-generated alternatives that splice together short clips of the show with "AI"-powered voice-over to catch viewers up. If you watched the slop video for Fallout season 1, like Games Radar did, you'd think that the nuclear war that takes place in the show's flashbacks occurred in the 1950s. In the games and the show, as is constantly repeated and confirmed, the Great War occurred in 2077. It's the kind of error that you'd see in a million "recap" edits posted to YouTube by people who didn't actually watch the movie or TV show, and which are now, of course, replaced with AI slop. After the issues with the recap video were spotted by Games Radar, the recap was taken down from Amazon Prime Video. The Verge reports that similar recaps were made for other shows like Tom Clancy's Jack Ryan, and have since been deleted. The aesthetics of Fallout are indeed steeped in 1950s and 60s American imagery, though its fictional timeline extends far into our future even before the world gets destroyed. It's an intentional and ironic choice meant to echo real history, when the world seemed to look forward to a mythical "atomic age" of technology even while dreading nuclear escalation during the Cold War. Fallout's pre-war culture and technology are, in many ways, frozen for over a century as unchecked commercialism and corporate power runs rampant. It's a detail that's crucial to the series' identity and themes...and the kind of subtle distinction that large language models aren't very good at spotting. This isn't Amazon's first issue with AI slop on Prime Video. Just a couple of weeks ago the company pulled AI-generated English and Spanish audio tracks from several anime series, apparently generated and applied to the shows without the knowledge or consent of some of the original creators. Viewers complained of terrible audio "performances" from the AI-generated voices, and started sharing clips that would embarrass fan dub torrents from the 2000s. Remember when Amazon made you pay extra for Prime in order to watch video without ads? I wonder where all that money is going.

Amazon pulls botched 'Fallout' AI video recaps from Prime Video

In November, Amazon announced that it was launching AI video recaps for TV shows. In theory, this could be useful, as now that fans often have to wait years in between seasons of a show, plot recaps are often very necessary before binge-watching a new season. In practice, however, viewers have spotted several errors in a video recap for the first season of the Fallout TV series, which is gearing up for Season 2. GamesRadar pointed out that the show's AI video recap incorrectly identifies the time period of the show's flashbacks, telling viewers they take place about 120 years earlier than they actually take place in the show's chronology. On top of that, the recap mischaracterizes a pivotal plot point at the end of Season 1, completely botching the main character's primary motivation. It's a real, "You had one job!" situation for Amazon's AI technology. When the feature was announced in February, an Amazon blog post hailed the AI-powered recaps as "groundbreaking." Yet anyone familiar with the limitations of large-language models knows that they are famously prone to hallucinations and inaccuracies. "Video Recaps marks a groundbreaking application of generative AI for streaming," Gérard Medioni, vice president of technology at Prime Video, said in a November press release. "This first-of-its-kind feature demonstrates Prime Video's ongoing commitment to innovation and making the viewing experience more accessible and enjoyable for customers." And here's how Amazon says the AI recaps are created: Creating each video recap is a multistep process. With the help of generative AI, the Video Recaps feature analyzes a season's key plot points and character arcs to deeply understand the most pivotal moments that will resonate with viewers as they enter the next season. Then, the AI finds the most compelling video clips and pairs them with audio effects, dialogue snippets, and music. These are all stitched together with an overarching AI-generated voiceover narration to deliver a theatrical-quality visual recap. Unfortunately, fact-checking or human review doesn't seem to be one of the steps. After gaming journalists started writing about the error-filled AI videos, which featured an AI voice-over and clips from the show, Amazon seemingly pulled the feature from Fallout and other Prime Video series, as The Verge reported. For AI critics in gaming media, this was a prime opportunity to make puns about the "fallout" from another failed AI tool. Many creative professionals are extremely hostile to generative AI in all its forms, as Mashable has reported. Yet Amazon has given no indication that the feature is gone for good, and it may yet return. Amazon is all-in on generative AI, after all, as are millions of AI users. In the meantime, you can always rely on human-created season recaps from publications like, say, Mashable.

Prime Video hits pause on its AI-powered recaps after viewers were told Fallout was set in the 1950s

Prime Video is also gearing up for the premiere of Fallout season two, which arrives on December 17 Prime Video's new AI-powered recaps for TV shows aren't quite living up to their expectations, and users have noticed incorrect details during the recap of Fallout season one - including the year in which it was set. This couldn't come at a more awkward time for the platform, which is currently preparing for the arrival of Fallout season two on December 17. As spotted by GamesRadar, the season one recap features an AI voiceover that's layered over a series of video highlights from the show, but incorrectly states that The Ghoul's (Walter Goggins) flashback scenes are set during the 1950s - when they actually take place in the year 2077. ai tv show recap video ? from r/Fallout It doesn't end there, however, as the AI recap also failed to give an accurate summary of the season finale, framing The Ghoul's offer to Lucy MacLean (Ella Purnell) as a 'join or die' situation, when it couldn't be further from the truth. This was also picked up on by GamesRadar, which reiterates that the season one finale instead presented a chance for both characters to find the man "behind the wheel" in New Vegas, where the two will venture in Fallout season two. Amazon started trialling AI-powered recaps just last month and is one of the latest additions to Prime Video's ecosystem. But following the mistakes it made with its Fallout recap, the company has seemingly pulled them from a handful of its popular shows, including The Rig, Tom Clancy's Jack Ryan, Upload, and Bosch, The Verge reports. When Amazon first revealed it was introducing AI-powered recaps for its TV shows, the company shared that the purpose was to "identify a show's most important plot points, combining them with synchronized voice narration, dialogue snippets, and music to create a visual summary that prepares viewers for the new season." While Prime Video's AI-generated recaps have proven adept at compiling highlights of a TV show and layering them with music and a voiceover, they are still missing the main ingredient: factual accuracy. Want to see how bad it is for yourself? You can find the season one recap in the Extras tab of the Fallout season two listing.

Amazon Deletes AI-Generated Recap of "Fallout" Season 1 After It's Called Out for Being Full of Errors

Earlier this month, Amazon revealed a new feature that aims to use AI to recap its Prime Video shows. The tool, now deployed in beta form, generates everything from narration, dialogue, and music to summarize key plot points, allowing fans to quickly catch up on their favorite shows. At least, that was the idea. Perhaps unsurprisingly, the AI tool has already made an enormous mess by bungling up the details of a hit show, suffering from the common shortcomings of the tech we've become all too familiar with. As GamesRadar reports, the recap of Season 1 for the company's popular series "Fallout" show was riddled with errors before being taken down by Amazon last week. For instance, the recap assumed that flashbacks from the perspective of the character Cooper Howard -- also known as the Ghoul, played by actor Walton Goggins -- were set in the 1950s, even though the show and the flashbacks are set in 2077 and the 2060s, respectively. The AI also claimed that the Ghoul offered actor Ella Purnell's Lucy MacLean a "die or leave with him" offer in an attempt to hunt down her father, even though they share the same motives and intentionally joined forces to pursue him, as Gizmodo points out. Put simply, the AI bungled up the absolute basics by completely misrepresenting the motivations of the show's core ensemble. The incident once again highlights how AI slop is infiltrating almost every aspect of our daily lives. Even the task of recapping "Fallout" -- which is returning for its second season this week and was painstakingly crafted by a passionate crew in honor of the eponymous video game series that it's based on -- isn't safe. The news comes after Amazon quietly pulled AI-generated English dubs for several anime shows, including "Banana Fish," and "No Game, No Life" earlier this month. Fans were furious after finding the soulless dubs to be "hilariously bad." Not only were the dubs severely lacking, but many netizens also accused Amazon of cutting corners by blindly replacing human voice actors with dubious AI. "Amazon's choice to use AI to dub Banana Fish is a massive insult to us as performers," famed anime voice actor Daman Mills tweeted at the time. "AI continues to threaten the livelihoods of performers in EVERY language (yes even Japanese performers who are also incredibly vocal on this topic)." The company's latest attempts to lazily recap its own shows haven't fared much better. As The Verge reported last week, Amazon has since taken down a number of different recaps, including the ones for "Fallout" and other Amazon Prime series such as "Tom Clancy's Jack Ryan" and "Upload." The feature, dubbed Video Recaps, launched last month as part of an early beta. It purportedly "analyzes a season's key plot points and character arcs to deeply understand the most pivotal moments that will resonate with viewers," according to an official press release. "Then, the AI finds the most compelling video clips and pairs them with audio effects, dialogue snippets, and music," the company claims. "These are all stitched together with an overarching AI-generated voiceover narration to deliver a theatrical-quality visual recap." But given the resulting mess, Amazon still has a lot to prove to justify the existence of its sloppy recapping tool. "All it would have taken is one person to watch it from start to finish to realize it wasn't correct," one Reddit user argued. "Just one person who knows the story of the first season. They didn't even need to know the lore of the games." "Just the first season," they added. "But they can't even do that."

Prime Video's AI recap feature messed up so badly that Amazon removed it

Amazon has quietly removed its recently launched feature, AI-generated video recaps, after it bungled key story details of the Fallout series on Prime Video. The feature was supposed to make catching up on the next season easier by analyzing plot points and turning them into a short video narrated by an AI voice. Instead, it got basic facts wrong, confusing both longtime fans and people just discovering the show. Where the AI recaps went wrong Fallout's season one recap was where viewers first noticed something was off. The AI confidently claimed that one of The Ghoul's flashbacks took place in 1950s, even though the scene is actually set in the year 2077. As GamesRadar pointed out, the narrator also misstated a major character moment by saying The Ghoul gave Lucy a choice to die or leave with him. The real situation is far more nuanced since Lucy could either join him or stay behind and face a possible attack from the Brotherhood of Steel. Earlier, Amazon deployed these AI-powered recaps across several series, including The Rig, Tom Clancy's Jack Ryan, Upload, and Bosch. Now, the feature has disappeared from all of them, and Amazon has not yet commented on when or whether the feature will return. This news arrives as Amazon tests other viewing upgrades on Prime Video, such as an Alexa feature that allows you to skip directly to any scene you describe. The idea behind these recaps made sense in theory. They were supposed to save viewers time and offer a quick refresher before starting a new season. For now, Prime Video is left with a reminder of how messy generative AI can be when it tries to explain a world as detailed as Fallout. Amazon might bring the feature back after fixing it, yet this misstep highlights how far AI still is from delivering dependable story recaps. Until Amazon gets its recap system back on track, you can check out what is new on Prime Video this month or pick from its lineup of top-rated movies.

Amazon's Official Fallout Season 1 Recap Is Inaccurate AI Slop

Fallout season two on Amazon Prime is nearly here, so it's time to get ready. And what better way to get caught up on what happened in the popular adaptation of Bethesda's RPG franchise than by watching Amazon's official season one recap? I mean, it's not like they would use AI tools to create it and fill it with inaccurate information. Right? Wrong. That's exactly what Amazon did. As spotted by Gamesradar, a newly uploaded Fallout recap on the show's official Amazon Prime page appears to use a monotone AI-generated voice to narrate over clips from the show's inaugural season. It sounds horrible and makes it hard to actually consume the information being delivered. But that might be a good thing because some of what the robot voice spits out is completely bullshit. Just straight up inaccurate. For example, at multiple points in the short recap, the AI-generated voice claims that the flashbacks seen in the show take place in the 1950s. That's wrong. Those flashbacks featuring pre-ghoulified Cooper Howard take place around 2077. Specifically, the flashback showing the nukes falling on America takes place on October 23, 2077. The recap also claims that Lucy goes with the Ghoul at the end of the Fallout season finale because she has to choose between life and death. Wrong again, you dumb robot. She actually goes because she wants to track down her father and learn the truth. Something the Ghoul is interested in, too. There are probably other inaccuracies in this horrible, shitty recap, but whatever, I'm going to waste as little time on this as possible, as it seems Amazon doesn't care enough about one of its biggest TV shows to simply put out an accurate, human-created two-minute recap. This isn't the first time Amazon Prime has upset people by using generative AI to produce worthless slop, and I doubt it will be the last, as every big tech company invests more and more into something very few people seem to want or like.

'Everyone Disliked That' -- Amazon Pulls AI-Powered Fallout Recap After Getting Key Story Details Wrong - IGN

Amazon has pulled its AI-powered Fallout Season 1 recap after fans noticed it made significant errors ahead of the launch of Season 2. Prime Video began testing generative AI recaps last month for some of its shows, including Fallout. The idea is the AI will look at a show's plot points then sum it all up in a short video alongside AI voiceover and music. According to The Hollywood Reporter, "Amazon is betting AI can identify key plot points for a series to be synchronized with a voiceover narration and dialogue snippets." "Video Recaps marks a groundbreaking application of generative AI for streaming," VP of technology at Prime Video, Gérard Medioni, explained in a statement. "This first-of-its-kind feature demonstrates Prime Video's ongoing commitment to innovation and making the viewing experience more accessible and enjoyable for customers." But as reported by GamesRadar, fans soon discovered it did a poor job on Fallout. For example, Amazon's AI appeared to have been fooled by Season 1's flashback scenes, which it said were set in 1950s America via a monotone text-to-speech-sounding voice. Of course, as all Fallout fans know, those flashback scenes take place in a retro futuristic 2077 -- the year the bombs fell. There are further mistakes, including the narrator saying Walton Goggins' The Ghoul gives Ella Purnell's Lucy MacLean a choice to "die or leave with him" while on her quest to find her villainous father, Kyle MacLachlan's Hank, in New Vegas (the setting of Season 2) This makes it sound like The Ghoul planned to kill Lucy if she didn't go along with him, but in the actual show it's more a choice of staying or leaving. The Verge reports the Fallout recap alongside those for other shows no longer appear on a series' detail page when you navigate to the next season. Prime Video has yet to comment. It's an embarrassing error for Amazon, which will be keen to avoid any negative headlines in the run up to the hotly anticipated launch of Fallout Season 2. But it's not the first time the megacorp has raised eyebrows for its corner-cutting use of AI. Earlier this month, Amazon removed an English dub track that featured AI voices from the anime series Banana Fish after a fan backlash. We've got plenty more on Fallout, including a Season 1 recap of our own, below.