Hollywood Meets Machine Learning: Origin Data Tests Five AIs to Predict Best Picture

Awards season is usually framed as a battle of buzz, taste, and insider intuition. But beneath the red carpets and pundit predictions lies something far more measurable: data. Patterns emerge in how films build momentum, earn cross-branch recognition, and sustain visibility across markets long before the envelopes are opened.

To explore whether those patterns can actually predict an Oscar outcome, we turned to Origin Data and put five AI services to the test. Each model analyzed the same underlying signals—Academy nomination volume, historical wins, marketing intensity, global box office performance, and international theatrical reach—to determine which film is best positioned to win Best Picture at the Academy Awards.

Best Picture is where creative ambition, production scale, and cultural impact intersect. Origin data shows that this year’s strongest contenders consistently appear across directing, acting, writing, and technical categories—an indicator of broad industry support that has historically aligned with Best Picture winners. By combining those signals with machine learning analysis, we set out to see whether AI could cut through the noise and identify the film most likely to take home Hollywood’s top prize.

Sinners

Origin Data Points

• Tracked theatrical opens in 77 countries

• Global box office cume: $367,853,537

• Marketing: 514 related images and 35 promotional videos

• Award Tracking

  • 16 total Academy nominations, a record for any film nominated by the Academy

  • Academy Best Director nominee

  • Golden Globe Best Director nominee, winner of Best Cinematic and Box Office Achievement

  • Director’s Guild of America Award nominee for Outstanding Directing in Theatrical Feature Film 

Directed by Ryan Coogler, Sinners is one of the most broadly recognized films of the year. Alongside its Best Picture nomination, the film earned recognition for Best Director, Best Actor (Michael B. Jordan, in a dual role), and Best Supporting Actress (Wunmi Mosaku).

The film also appears in Best Original Screenplay, Best Original Score, and multiple technical categories, highlighting its cross-disciplinary reach. Extensive VFX and post-production collaboration further reinforce its presence across craft nominations.

Bugonia

Origin Data Points

• Tracked theatrical opens in 73 countries

• Global box office cume: $37,418,495

• Marketing: 495 related images and 30 promotional videos

• Award Tracking

  • 4 total Academy nominations

  • Golden Globe nominee for Best Motion Picture - Musical or Comedy

A genre-blending satire with sharp social commentary, Bugonia earned a Best Picture nomination alongside Best Actress recognition for Emma Stone. The film is also nominated for Best Adapted Screenplay and Best Original Score, positioning it as one of the year’s most unconventional contenders.

Hamnet

Origin Data Points

• Tracked theatrical opens in 49 countries

• Global box office cume: $70,562,000

• Marketing: 90 related images and 46 promotional videos

• Award Tracking

  • 8 total Academy nominations

  • Academy Best Director nominee

  • 2nd time director nominated for Academy for Best Picture

  • Golden Globe Best Motion Picture - Drama winner

  • Golden Globe Best Director nominee

Directed by Chloé Zhao, Hamnet appears in Best Picture and Best Director, with Jessie Buckley earning a Best Actress nomination. The film is also recognized in Best Adapted Screenplay, Best Casting, and multiple design categories, reinforcing the Academy’s continued appreciation for literary adaptations grounded in performance and period detail.

One Battle After Another 

Origin Data Points

• Tracked theatrical opens in 101 countries

• Global box office cume: $203,583,482

• Marketing: 490 related images and 45 promotional videos

• Award Tracking

  • 13 total Academy nominations, tying for the fifth-most nominated film

  • Academy Best Director nominee

  • 4th time director nominated for Academy for Best Picture

  • Golden Globe Best Motion Picture - Musical or Comedy winner

  • Golden Globe Best Director winner

A major studio contender, One Battle After Another is nominated for Best Picture and Best Director (Paul Thomas Anderson). Leonardo DiCaprio received a Best Actor nomination, with Benicio del Toro and Sean Penn recognized in Best Supporting Actor.

The film’s reach extends into Sound, Editing, and Cinematography, reflecting its technical and narrative ambition.

Sentimental Value 

Origin Data Points

• Tracked theatrical opens in 42 countries

• Global box office cume: $10,536,583

• Marketing: 77 related images and 10 promotional videos

• Award Tracking

  • 9 total Academy nominations

  • Academy Best Director nominee

  • Golden Globe Best Motion Picture - Non-English Language nominee

  • Golden Globe Best Director nominee

One of the most frequently nominated films this year, Sentimental Value appears in Best Picture, Best Director, Best Actress, Best Supporting Actress, and Best Original Screenplay. Renate Reinsve leads the acting recognition, supported by Elle Fanning and Inga Ibsdotter Lilleaas.

Its broad nomination spread illustrates how international, performance-driven dramas are increasingly competitive in top categories.

F1 

Origin Data Points

• Tracked theatrical opens in 42 countries

• Global box office cume: $631,527,111

• Marketing: 432 related images and 60 promotional videos

• Award Tracking

  • 4 total Academy nominations

  • 4th time director nominated for Academy for Best Picture

  • Golden Globe nomination for Cinematic and Box Office Achievement

F1 is nominated for Best Picture, Film Editing, Visual Effects, and Sound. Trying to recreate the magic of Top Gun: Maverick by pairing legendary producer Jerry Bruckheimer with director Joseph Kosinski, F1 has plenty of visual excitement and action. 

Frankenstein 

Origin Data Points

• Limited Theatrical Release

• Global box office cume: Limited

• Marketing: 242 related images and 20 promotional videos

• Award Tracking

  • 9 total Academy nominations

  • Academy Best Director nominee

  • Golden Globe Best Motion Picture - Drama nominee

With a limited theatrical release and a negligible box office total, this Netflix release by Academy Award winning director Guillermo del Toro is a new take on a very familiar subject. No other Frankenstein inspired movie has ever been nominated for Best Picture, Best Supporting Actor, Best Cinematography, Best Production Design, and more. Only Frankenstein adaptions to be nominated for an Academy Award are Bride of Frankenstein (1935) and Young Frankenstein (1974)

Marty Supreme 

Origin Data Points

• Tracked theatrical opens in 57 countries

• Global box office cume: $133,526,731

• Marketing: 71 related images and 19 promotional videos

• Award Tracking

  • 9 total Academy nominations

  • Academy Best Director nominee

  • Golden Globe Best Motion Picture - Musical or Comedy nominee

  • Golden Globe Best Director nominee

A-list actor Timothée Chalamet has received three Academy Award nominations for Best Actor now at 30 years old, making him the youngest male actor to do so. He took the prize for Best Actor with the Golden Globes but the film did not win the Best Picture. The Academy does love a character-driven story and this odd ball period piece might get the nod.

The Secret Agent

Origin Data Points

• Tracked theatrical opens in 23 countries

• Global box office cume: $14,355,120

• Marketing: 67 related images and 7 promotional videos

• Award Tracking

  • 4 total Academy nominations

  • Golden Globe Best Motion Picture - Drama nominee

  • Golden Globe Best Motion Picture - Non-English Language winner

Few actors find themselves become a meme like Wagner Moura has from his portrayal of Pablo Escobar in the Netflix series Narcos. Acclaim for his acting might overshadow his role in Narcos with his win at the Golden Globe for Best Actor and his nomination for Best Actor at the Academy Awards this year.  

Train Dreams 

Origin Data Points

• Limited Theatrical Release

• Global box office cume: Limited

• Marketing: 16 related images and 5 promotional videos

• Award Tracking

  • 4 total Academy nominations

Netflix has had 9 different titles nominated by the Academy for Best Picture but has fallen to titles with wider theatrical releases. This year, they have two including Train Dreams which is also nominated for Best Adapted Screenplay, Best Cinematography, and Best Original Song. 

ChatGPT Prediction

🎬 Best Picture winner: Sinners (2025)

It has the statistical profile, the industry consensus, and the campaign muscle that Best Picture winners almost always share. If there’s an upset, it comes from One Battle After Another—but Sinners is the cleanest, safest, and most Academy-typical choice.

Gemini Prediction

🎬 Best Picture winner: One Battle After Another (2025)

While it will be a tight race, One Battle After Another is the choice for Best Picture. It reflects a "perfect storm" of a veteran director (PTA) finally getting his due, critical acclaim, and strong box office performance.

Claude Prediction

🎬 Best Picture winner: One Battle After Another (2025)

The combination of competitive nomination count, actual Golden Globe wins (not just nominations), director pedigree, and commercial success makes One Battle After Another the most complete package.

Grok Prediction

🎬 Best Picture winner: Sinners (2025)

This forecast is driven primarily by its unprecedented 16 Oscar nominations, which shatter previous records and signal broad Academy support across categories—a pattern seen in past winners like Titanic (14 noms) or Oppenheimer (13 noms), where high nomination counts often translate to Best Picture victories.

Co-Pilot Prediction

🎬 Best Picture winner: Sinners (2025)

It has the nomination sweep, the precursor alignment, the industry enthusiasm, and the broad craft support that typically define a Best Picture winner.

The AI results reveal a clear and somewhat unsettling hierarchy of influence: Academy nomination volume functions as the dominant predictive variable, while precursor awards like the Golden Globes operate primarily as signals of institutional momentum rather than measures of artistic distinction. Marketing scale emerges not as ancillary noise but as a structural mechanism—one that determines whether a film remains visible long enough to accumulate the second- and third-place votes essential under the Academy’s preferential ballot. In this framework, AI is not evaluating taste, originality, or cultural resonance; it is modeling the mechanics of consensus production, challenging the notion that Best Picture is awarded purely on creative merit rather than on sustained systemic reinforcement.

Want to read more about the other categories? Here’s the 98th Academy Awards Nominations: Breakdown powered by Origin.