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Paige Releases PRISM2: A Whole-Slide Foundation Model for Multimodal AI in Pathology and Cancer Care

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Paige Releases PRISM2: A Whole-Slide Foundation Model for Multimodal AI in Pathology and Cancer Care
News

News

Paige Releases PRISM2: A Whole-Slide Foundation Model for Multimodal AI in Pathology and Cancer Care

2025-07-16 22:00 Last Updated At:22:10

NEW YORK--(BUSINESS WIRE)--Jul 16, 2025--

Paige, a leader in next-generation AI technology, today announced the release of PRISM2, its most advanced slide-level foundation model to date. PRISM2 is designed to advance large language models (LLM) by enabling them to understand pathology images, connecting visual patterns with the clinical language used by clinicians to unlock novel capabilities. Built for versatility across diverse settings, PRISM2 acts as a building block that supports a wide range of applications in both clinical practice and pharmaceutical research, including diagnostics, biomarker prediction, and multi-modal patient outcome modeling.

This press release features multimedia. View the full release here: https://www.businesswire.com/news/home/20250716906798/en/

Developed in collaboration with Microsoft Research and expanding on the original PRISM model, PRISM2 was developed by building on Virchow2, the company’s state-of-the-art pathology foundation model, PRISM2 is trained on more than 2.3 million H&E-stained whole-slide images spanning hundreds of thousands of patient cases. Each slide is paired with its corresponding clinical report, grounding the model in the language of real-world diagnosis and enhancing its ability to generate clinically relevant insights across diverse populations, tissue types, and cancers. The result is a multimodal AI model capable of capturing both fine-grained cellular detail and whole-slide context.

PRISM2 was built with direct compatibility for modern language models, including a version integrated with Microsoft Phi-3, enabling more efficient multimodal deployment. This unique design bridges vision and text, powering natural language responses in pathology and delivering performance that surpasses previous models, particularly in rare cancer types and low-sample-size scenarios.

“PRISM2 represents a defining moment in digital pathology and AI. By combining the versatility of Virchow2 with rich clinical ground truths and seamless LLM integration, we’ve created a model that doesn’t just analyze tissue, it contextualizes morphological patterns with diagnostic cues,” said Siqi Liu, VP of AI Science at Paige. “This unlocks new capabilities in reporting, screening, and outcome prediction, allowing AI to become a true partner in diagnosis, research, and treatment.”

Benchmarks demonstrate that PRISM2 outperforms its predecessor and other slide-level foundation models across a wide range of diagnostic and biomarker prediction tasks. It delivers strong zero-shot performance on tasks such as tumor detection and can instantly generate concise, clinician-aligned reports, streamlining workloads, reducing turnaround times, and improving consistency in diagnosis.

For pharmaceutical and life sciences partners, PRISM2 offers a flexible tool to identify patient cohorts, predict outcomes, and accelerate biomarker discovery, even in low-data environments where traditional AI approaches often fall short.

PRISM2 is now available for licensing and enterprise integration, offering access to general-purpose slide-level embeddings and the ability to adapt the model for specialized applications.

It is also integrated into Alba™*, Paige’s clinical co-pilot, where it enables agentic workflows including AI-assisted triage, case review, and multimodal decision support.

“Our mission is to transform how cancer is diagnosed and treated by building intelligent, adaptable systems that integrate seamlessly into clinical and research environments,” said Razik Yousfi, CEO and CTO of Paige. “With PRISM2, we are setting a new industry standard, not only in performance, but in usability and flexibility. This is the model that will drive a wave of innovation in pathology and oncology.”

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*Alba™ leverages next-generation generative AI to automate routine tasks, analyze pathology images, and provide prompt clinical insights, all within an intuitive, interactive interface. The content generated by Alba is for informational purposes only and is not intended to be a substitute for professional medical advice, diagnosis, or treatment. Alba is currently a Beta release and has not yet been made commercially available by Paige.

About Paige
Paige is pushing the boundaries of AI to solve cancer’s most critical issues, revolutionizing cancer care with next-generation technology. By leveraging exclusive access to millions of digitized pathology slides, clinical reports, and genomic data, Paige gains a holistic understanding of cancer, encompassing diverse factors such as gender, race, ethnicity, and geographical regions. This comprehensive data enables Paige to create advanced AI solutions that redefine cancer detection, diagnosis, and treatment. With a unique, intricate understanding of tissue, Paige sets new standards in precision diagnostics, earning the distinction of being the first FDA-cleared AI application in pathology. Paige has also developed the first million-slide foundation model for cancer, continuing to lead the way in uncovering novel insights and transforming them into life-changing products. For more information, visit www.paige.ai.

PRISM2 combines whole-slide images and clinical language using a large language model to generate diagnostic insights, summaries, and answer both simple and complex diagnostic questions.

PRISM2 combines whole-slide images and clinical language using a large language model to generate diagnostic insights, summaries, and answer both simple and complex diagnostic questions.

Glenn Hall, a Hockey Hall of Famer whose ironman streak of 502 starts as a goaltender remains an NHL record, has died. He was 94.

Nicknamed “Mr. Goalie,” Hall worked to stop pucks at a time when players at his position were bare-faced, before masks of any kind became commonplace. He did it as well as just about anyone of his generation, which stretched from the days of the Original Six into the expansion era.

A spokesperson for the Chicago Blackhawks confirmed the team received word of Hall’s death from his family. A league historian in touch with Hall’s son, Pat, said Hall died at a hospital in Stony Plain, Alberta, on Wednesday.

A pioneer of the butterfly style of goaltending of dropping to his knees, Hall backstopped Chicago to the Stanley Cup in 1961. He won the Conn Smythe Trophy as most valuable player of the playoffs in 1968 with St. Louis when the Blues reached the final before losing to Montreal. He was the second of just six Conn Smythe winners from a team that did not hoist the Cup.

His run of more than 500 games in net is one of the most untouchable records in sports, given how the position has changed in the decades since. Second in history is Alec Connell with 257 from 1924-30.

“Glenn was sturdy, dependable and a spectacular talent in net,” Commissioner Gary Bettman said. “That record, set from 1955-56 to 1962-63, still stands, probably always will, and is almost unfathomable — especially when you consider he did it all without a mask.”

Counting the postseason, Hall started 552 games in a row.

Hall won the Calder Trophy as rookie of the year in 1956 when playing for the Detroit Red Wings. After two seasons, he was sent to the Black Hawks along with legendary forward Ted Lindsay.

Hall earned two of his three Vezina Trophy honors as the league's top goalie with Chicago, in 1963 and '67. The Blues took him in the expansion draft when the NHL doubled from six teams to 12, and he helped them reach the final in each of their first three years of existence, while winning the Vezina again at age 37.

Hall was in net when Boston's Bobby Orr scored in overtime to win the Cup for the Bruins in 1970, a goal that's among the most famous in hockey history because of the flying through the air celebration that followed. He played one more season with St. Louis before retiring in 1971.

“His influence extended far beyond the crease," Blues chairman Tom Stillman said. “From the very beginning, he brought credibility, excellence, and heart to a new team and a new NHL market.”

A native of Humboldt, Saskatchewan, Hall was a seven-time first-team NHL All-Star who had 407 wins and 84 shutouts in 906 regular-season games. He was inducted into the Hall of Fame in 1975, and his No. 1 was retired by Chicago in 1988.

Hall was chosen as one of the top 100 players in the league's first 100 years.

Blackhawks chairman and CEO Danny Wirtz called Hall an innovator and “one of the greatest and most influential goaltenders in the history of our sport and a cornerstone of our franchise.”

“We are grateful for his extraordinary contributions to hockey and to our club, and we will honor his memory today and always,” Wirtz said.

The Blackhawks paid tribute to Hall and former coach and general manager Bob Pulford with a moment of silence before Wednesday night’s game against St. Louis. Pulford died Monday.

A Hall highlight video was shown on the center-ice videoboard. The lights were turned off for the moment of silence, except for a spotlight on the No. 1 banner for Hall that hangs in the rafters at the United Center.

Fellow Hall of Famer Martin Brodeur, the league's leader in wins with 691 and games played with 1,266, posted a photo of the last time he saw Hall along with a remembrance of him.

“Glenn Hall was a legend, and I was a big fan of his,” Brodeur said on social media. “He set the standard for every goaltender who followed. His toughness and consistency defined what it meant to play.”

AP Sports Writer Jay Cohen in Chicago contributed to this report.

AP NHL: https://apnews.com/hub/nhl

FILE - Glenn Hall, second from left, stands with fellow former Chicago Blackhawks players Stan Mikita, former general manager Tommy Ivan, Bobby Hull, Bill Wirtz and Tony Esposito during a pre-game ceremony at the Chicago Stadium in Chicago, Ill., April 14, 1994. (AP Photo/Fred Jewell, File)

FILE - Glenn Hall, second from left, stands with fellow former Chicago Blackhawks players Stan Mikita, former general manager Tommy Ivan, Bobby Hull, Bill Wirtz and Tony Esposito during a pre-game ceremony at the Chicago Stadium in Chicago, Ill., April 14, 1994. (AP Photo/Fred Jewell, File)

FILE - St. Louis Blues goalie Glenn Hall, top right, is pinned to his net waiting to make a save on a Montreal Canadians shot as Blues' Noel Picard (4) tries to block the puck while Canadiens' John Ferguson (22) and Ralph Backstorm wait for a rebound in the third period of their NHL hockey Stanley Cup game, May 5, 1968. (AP Photo/Fred Waters, File)

FILE - St. Louis Blues goalie Glenn Hall, top right, is pinned to his net waiting to make a save on a Montreal Canadians shot as Blues' Noel Picard (4) tries to block the puck while Canadiens' John Ferguson (22) and Ralph Backstorm wait for a rebound in the third period of their NHL hockey Stanley Cup game, May 5, 1968. (AP Photo/Fred Waters, File)

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