Can Book Systems Recommend Novels Based On Anime Preferences?

Betrayed, humiliated, and left for dead, Ria is given a second chance at life when she is reborn in a dangerous werewolf world. Armed with memories of her painful past and guided by a powerful AI companion, she vows to take revenge on those who destroyed her. But as hidden powers awaken, mysterious enemies emerge, and Alpha Klein becomes entangled in her fate, Ria discovers that her rebirth is connected to an ancient secret that could change the entire werewolf kingdom. Now, with revenge in her heart,she must decide whether to destroy the world that hurt her—or become powerful enough to rule it.

I woke up inside a novel, and not even as an important character. I became a pretty background extra in a smut novel. My brother, however, was the only normal person in the entire story. His character setting was the one man the soft, delicate heroine could never win over. He was the cold, unattainable Prince Charming she could never conquer. When the heroine cried and confessed her love, he was studying. When she offered him her whole heart and body, he was busy starting a company. When she spiraled into scandals and nightlife, he was already a billionaire, calm and untouchable. I thought he would live a quiet, ascetic life forever. Until one night, I walked in on him at midnight… holding a piece of clothing I recognized all too well, murmuring a name over and over, a name so familiar that my scalp tingled.

We love reading novels, fall in love with the characters, sometimes envy the main girl for getting the perfect male lead... but what happens when you get inside your own novel and get to meet your perfect main lead and bonus...get treated like the female lead?! As the clock struck 12, Arielle Taylor is pulled inside her own novel. This cinderella is over the moon as her Prince Charming showers her with his attention but what would happen when she finds herself falling for her fairy godmother instead? Please read my interview with Goodnovel at: https://tinyurl.com/y5zb3tug Cover pic: pixabay

Sean Parker's first love, Thea Smith, is back. The comments flood in, as everyone is waiting for me to frame her and then get brutally exposed. But the system I'm bound to is an angst system. So, I can only earn points by suffering. Only with full points can I win ten billion dollars. I'm scratching my head as to how to rack up points when Thea suddenly cuts her own face with a knife. She points at me accusingly and cry, "Why did you ruin my face?" I'm overjoyed. It's finally here—this is the part where I get tormented! But Sean points to the corner coldly. "The surveillance camera is on. Do you want me to replay it?" The air freezes, and I see a line of text appear above her head. It reads, [Angst Points: +25] Countless comments pour in like a frenzy. "Holy crap! Is Thea also bound to a system?" "No way. Are both the evil supporting character and the scheming female lead players who are farming points?" I look at the 25 points Thea scored so easily and think about the 15 points I've painfully accumulated over six years. I clench my fists. This isn't some tragic romance story. It's clearly a cutthroat competition between players! In that case, it is time for me to fight back.

After the SAT scores get released, everyone in the advanced class hits the 1,400 threshold. The campus heartthrob, Luke Gilbert, recommends the latest AI college application app that is developed by his dad's company to make it easier for everyone. I pull Keyla Simmons, the class president, over and warn her that the risks that come with using an AI application app are far too high. On top of that, there are deadly flaws within the app that can lead to the students getting rejected by their dream colleges. But Keyla responds by hurling a high heel in my face. All of my classmates surround me and begin mocking me relentlessly. "Justin, you're just worried that everyone will get into better courses once they used the AI app to apply for their colleges!" "Heh! If you have a crush on Keyla, then just say it out loud! There's no need to play the jealousy card and throw a tantrum just to ruin everyone's future! Besides, look at how haggard you are right now! You can barely hold a candle to Luke, our campus heartthrob! Haha!" I'm so pissed that my asthma attack gets triggered on the spot. For the sake of everyone's future, I can only escalate things to the point that the education department gets involved. Only then can I stop everyone from using the app. Unexpectedly, on the day I receive my college acceptance letter, a bunch of convicts, who have escaped from prison, vandalize the bookstore that my family owns. Those bastards even violate me and my younger brother in front of our parents. At the same time, they keep gushing about how doing it with a guy feels way more satisfying. Then, they kill our parents in cold blood right in front of our eyes. In the end, they set the entire bookstore on fire, ultimately burning us into ashes. What's worse is that this terrible incident doesn't get reported at all. Instead, my classmates slander me for having illicit relations with outsiders when I was still a high schooler. When I open my eyes again, I've returned to the day Luke suggests that everyone use the AI college application app. This time, I don't bother stopping them. Instead, I'm the first one to agree with Luke. "Humans have to adapt to the growing trends. AI is definitely more professional than humans."

Elise is an unemployed woman from the modern world and she transmigrated to the book "The Lazy Lucky Princess." She hated the book because of its cliché plot and the unexpected dark past of the protagonist-Alicia, an orphan who eventually became the Saint of the Empire. Alicia is a lost noble but because of her kind and intelligent nature the people naturally love and praise her including Elise. When Elise wakes up in the body of the child and realizes that she was reincarnated to the book she lazily read, she struggles on how to survive in the other world and somehow meets the characters and be acquainted with them. She tried to change the flow of the story but the events became more dangerous and Elise was reminded why she hated the original plot. Then Alicia reaches her fifteen birthday. The unexpected things happened when Elise was bleeding in the same spot Alicia had her wound. Elise also has the golden light just like the divine power of the Saint. "You've gotta be kidding me!"