We’ve analyzed art museum mission statements.
Almost all American art museums now center the public in their missions.

Three or four decades ago, most American art museums defined their purpose around the idea of collecting and preserving objects for the benefit of the public.

Today, most museums define their purpose in terms of engaging and connecting the public through art. Nearly 60% of American art museums now define their mission in terms of serving the public without even mentioning their collections; another 30% define their missions as a balance between the public and their collection. Only 11% still center objects at the heart of their mission.

Despite this shift, it is not always easy for the public to access museum data. We asked art museums if they share number of visitors and financial statements:

  • 43% share neither
  • 40% share one or the other
  • 17% share both

Read Museum Missions & Transparency for more about museums and their evolving missions.

With some interesting differences based on size, local MSA, and whether or not they charge for general admission:

Read Remuseum’s Access, Scale & Market Share for more data insights and find out how real museums are building broader audiences.

  • More directors with backgrounds in education/ community engagement
  • More internal hires for continuity
  • Hiring for local engagement
Sources

[1] American Alliance of Museums. 2024. "Museum Board Leadership: a National Report, 2024." April 23, 2024. https://www.aam-us.org/2024/04/23/2024-museum-board-leadership-a-national-report/
[
2] American Alliance of Museums. 2018. "Museum Board Leadership: a National Report, 2017." January 19, 2018. https://www.aam-us.org/2018/01/19/museum-board-leadership-2017-a-national-report/
[3] Halperin, Julia. 2023. "Does the search for US museum leaders lack transparency?" The Art Newspaper. https://www.theartnewspaper.com/2023/09/01/does-the-search-for-us-museum-leaders-lack-transparency

Arts and culture don’t appear on the top three list of giving priorities for younger generations.[2]

Young people are interested in non-traditional models beyond fundraising[3], like:

Sources

[1] World Economic Forum. 2024. "The 'Great Wealth Transfer': What is it and how can women make the most of it?" https://www.weforum.org/stories/2024/07/women-inheritance-great-wealth-transfer/
[2] Giving USA. 2025. "Giving USA Special Report: Giving By Generation." https://store.givingusa.org/products/giving-usa-special-report-giving-by-generations-2025
[3] MCW Projects. 2022. "Understanding Next-Gen Funders | How can museums thrive in the next era of private cultural philanthropy?" https://www.mcw-projects.com/insights2020/2022/7/21/point-of-viewm-museum-magazine-understanding-next-gen-funders-how-can-museums-thrive-in-the-next-era-of-private-cultural-philanthropy

And how do they compare to the general population?

Museum visitor data from Collaboration for Ongoing Visitor Experience Studies (COVESArt Museums).Data on the U.S. population comes from 2020-2023 census data.

White visitation is over-represented vs theU.S. population, and non-white visitation is under-represented (except among Asian/AsianAmericans).

Contrary to popular belief, art museums attract a higher percentage of young adults compared to their role in the population. Visitors over 45 are under-represented in museum audiences.

Education levels represent the biggest gap between museum visitors and the general population. Those without college degrees makeup 39% of the population, but only 7% of museum visitors.

Higher income visitors are over-represented among museum visitors, compared to households with income less than $50,000 a year. Museums attract middle-class households at levels close to their national averages.

Read Remuseum’s Case Studies in Innovation: Audience Development for more data insights and find out how real museums are building broader audiences.

  • The average art museum trustee is 68 years old.
  • In contrast, 74% of the U.S. population is under 60.
  • Museum trustees are older than average nonprofit trustees (only 43% of whom are over the age of 55).[3]

of museum trustees are over age 50[1], up 8% since 2017[2]

  • Boards with higher percentages of members aged 39 and younger are more involved.
  • They are more likely to ask others for donations, have concrete fundraising expectations and provide more fundraising contacts[4].
  • Nearing U.S. population, 52% female

of Museum trustees are female, up 4% vs. 2017

  • 23% of boards report having only white members, down from 46% in 2017
  • Museum boards remain less diverse than the U.S. population, which is 56% non-Hispanic white
  • Non-White museum trustees are younger, with an average age of 58[5].

of Museum board members are white, down 7.9% vs. 2017

Sources

[1] American Alliance of Museums. 2024. "Museum Board Leadership: a National Report, 2024." April 23, 2024. https://www.aam-us.org/2024/04/23/2024-museum-board-leadership-a-national-report/
[2] American Alliance of Museums. 2018. "Museum Board Leadership: a National Report, 2017." January 19, 2018. https://www.aam-us.org/2018/01/19/museum-board-leadership-2017-a-national-report/
[3] BoardSource. 2021. "Leading with Intent: BoardSource Index of Nonprofit Board Practices." https://leadingwithintent.org/wp-content/uploads/2021/06/2021-Leading-with-Intent-Report.pdf
[4] Lilly Family School of Philanthropy with Johnson Grossnickle + Associates and BoardSource. 2018. "The Impact of Diversity: Understanding How Nonprofit Board Diversity Affects Philanthropy, Leadership, and Board Engagement." https://scholarworks.indianapolis.iu.edu/server/api/core/bitstreams/fa039f5c-a986-4ee4-8a60-186078d1fafe/content
[5] Black Trustee Alliance and Ithaka S+R. "2022 Art Museum Trustee Survey: The Characteristics, Roles and Experience of Black Trustees." 2022. https://sr.ithaka.org/publications/the-bta-2022-art-museum-trustee-survey/

A 2018 survey by the Association of Art Museum Directors reported that their roughly 200 member museums (representing most of the country’s largest art museums) held over 16 million objects [1] at that time. Applying an annual growth rate of 2% (which may be low[2]), we estimate they hold around 18 million objects today.

A 2002 study estimated the cost of storing those 9 million objects in 1988 (square footage and capital costs) to be just over $200 million[3]. Adjusted for inflation and collection growth, the equivalent cost in 2025 would be $1.1 billion. Applying a formula by museum architect GeorgeHartman in the same period (1988)[4], the cost of storing/maintaining the 18 million objects today might be $2.8 billion or more.

One museum conducted thorough internal research into the total costs of its own collection (including indirect/staffing costs). Using their 2017 estimate of $106 per object, and adjusting for inflation, we can estimate 18 million objects would cost at least $2.4billion.

These costs represent between 28-70% of overall museum budgets?

Sources:

[1] “Art Museums By the Numbers 2018.” Association of Art Museum Directors. https://aamd.org/our-members/from-the-field/art-museums-by-the-numbers-2018
[2] Robin Pogrebin. “Clean House to Survive? Museums Confront Their Crowded Basements.” The New York Times, March 12, 2019. https://www.nytimes.com/interactive/2019/03/10/arts/museum-art-quiz.html
[3] Ann Stone. “Treasures in the Basement An Analysis of Collection Utilization in Art Museums” Rand Corporation. 2002. https://www.rand.org/pubs/rgs_dissertations/RGSD160.htm
[4] Gretchen G. Bank, “Determining the Cost: Architect George Hartman’s Formula,” Museum News, Vol. 66(5), 1988, p. 74.

Read More Art for More People in More Places for more data on the growth of collections, and case studies for how museums are using collections differently to better serve the public.

Kimerly Rorschach

Kimerly Rorschach was the Interim Director and CEO of the Seattle Art Museum in 2023-2024, having previously served as the Illsley Ball Nordstrom Director and CEO for seven years, until her retirement in 2019. Prior to that, she was director of the Nasher Museum of Art at Duke University (2004-2012) and the David and Alfred Smart Museum of Art at the University of Chicago (1994-2004).
 
At the Seattle Art Museum, Rorschach built and diversified the collection and exhibition program, presenting groundbreaking exhibitions including Disguise: Masks and Global African Art (2015), Chiho Aoshima: Rebirth of the World (2015), and Figuring History: Robert Colescott, Kerry James Marshall, and Mickalene Thomas (2018), among many others. She also established an increased focus on local and regional artists within the context of global collections and programs, and built wide-ranging partnerships in Seattle’s fast-growing and increasingly diverse communities. Under her leadership, the museum also centered and elevated its work around equity and inclusion, a top priority in the museum’s strategic planning and board and staff recruitment. She led a $150M campaign to strengthen the museum’s endowment, and to fund a major renovation and expansion of the historic Seattle Asian Art Museum, one of SAM’s three sites.
 
At Duke and the University of Chicago, Rorschach provided transformational leadership, raising the profile of these university museums and advocating for the unique value of the arts in higher education. She was the founding director of the Nasher Museum at Duke, quickly establishing it as a top university art museum with a distinctive program and supporting the creation of a groundbreaking contemporary collection focusing on artists of color. Throughout her career, she has made it a priority to mentor students and first-time museum directors.
 
Rorschach holds a bachelor’s degree from Brandeis University and a PhD in art history from Yale. She is a past president of the Association of Art Museum Directors. Rorschach also serves on the advisory board of the Rose Art Museum at Brandeis University, and she is the current Board President of the American Federation of Arts in New York.

Juli Goss

As the Chief Strategy Officer at Crystal Bridges Museum of American Art, Juli Goss builds a culture of data-driven decision making. She founded the team conducting research and evaluation internally and has since launched the museum’s Center for Audience Research & Evaluation, a group who contracts with arts and cultural organizations across the nation to help them learn, grow, and create better audience experiences through data. Goss leads the organization’s internal and external research, strategic planning and measurement, and database analytics and has served as expert advisor on numerous nationwide research and evaluation studies across art and science museums. She holds an M.A. in Educational Studies from Tufts University and a B.A in History from Hendrix College.

Martha Winans Slaughter

After training at the Museum Studies Program of the Whitney Museum of American Art, Martha served as a curator at The Museum of Contemporary Art San Diego and then moved into leadership positions as Director and Curator of the Herron Art Gallery at the Indiana University Herron School of Art & Design; Executive Director of the Evanston Art Center; and then Executive Director of the Northern Clay Center in Minneapolis. Martha later translated these experiences into board service, first at KMAC (founded as the Kentucky Museum of Art & Craft) where she served as both Board Chair and Interim Director, and later at the Speed Art Museum (where she also served as Board Chair) and Bernheim Arboretum and Research Forest, where she serves As Vice President of the Board of Trustees following service as Visual Arts Coordinator and director of Bernheim’s artist’s residency program. She brings a rare combination of expertise as a curator, institutional leader, and expert in board governance.

Vivian Zavataro

Vivian Zavataro is the Executive and Creative Director of the Ulrich Museum of Art. She is a museologist who specializes in contemporary art, community engagement, and audience-centric curatorial practices. Zavataro successfully led museums through fundraising campaigns, strategic planning, accreditation processes, exhibition and program development, and financial evaluations. 
Before accepting her appointment at the Ulrich Museum of Art, Zavataro was the Director and Chief Curator of the John and Geraldine Lilley Museum of Art at the University of Nevada, Reno. During her tenure, she established an operational endowment, grew the museum annual budget and staff, created a robust internship program, expanded and diversified the museum’s audience, led the strategic planning and accreditation processes, brought the museum’s storage up to standards, mentored staff in museum practices and policies, drafted and adopted all core documents, and initiated important partnerships with local institutions and other colleges on campus. 
Prior to her leadership roles, Zavataro worked at different capacities at renowned arts organizations, such as documenta in Kassel, Germany, the Nevada Museum of Art in Reno, NV, SFMOMA in San Francisco, CA, and the J. Paul Getty Foundation in Los Angeles, CA. Her exhibitions have been funded by major national entities, such as the National Endowment for the Arts and the Terra Foundation for American Art. She holds a Masters in Heritage and Museum Studies from the University of Amsterdam, The Netherlands and is currently pursuing her PhD in Curatorial Studies at the Zurich University of the Arts, Switzerland. 

Scott Stulen

Scott Stulen is the CEO and President of Philbrook Museum of Art in Tulsa, Oklahoma. Stulen is the former Curator of Audience Experiences and Performance at the Indianapolis Museum of Art, now Newfields, Project Director of mnartists.org at the Walker Art Center and Associate Curator at the Rochester Art Center. He is also a practicing visual artist, curator, writer, and DJ. Stulen has an MFA in Painting and Drawing from the University of Minnesota and a BFA in Sculpture from the University of Wisconsin-Eau Claire. At the Walker, Stulen co-curated and developed the Open Field project, reframing the museum as public park, town square and platform for experimentation, including the first Internet Cat Video Festival. At the IMA he created the first Audience Experience and Performance curatorial department in the country, launched the ARTx program, commissioned new performances and site-specific installations, and launching new earned-income initiatives to welcome diverse audiences. 
Now at Philbrook, Stulen is guiding the museum to become a recognized national model of sustainability, relevance, and community impact. Through his leadership Philbrook has diversified the collection, added dozens of new programs and revenue platforms, and established the museum as inclusive, welcoming, and accessible the community. He is currently leading the first major building addition to the campus in nearly 30 years, a programming pavilion nestled in Philbrook’s gardens slated to open in 2025.

Stacey Shelnut-Hendrick

Stacey Shelnut-Hendrick has over 30 years of museum experience focused on museum-community integration, object-based learning and engagement, and audience development.  Holding key positions at the Baltimore Museum of Art, The Brooklyn Children’s Museum, the Studio Museum in Harlem, the Crocker Art Museum, and as Executive Director of the Star-Spangled Banner Museum, Stacey is known for creating innovative programming that redefines how museums serve, support, and work in concert with their communities.  A provocateur within her profession, Stacey has received numerous awards and honors, including being named a 2022 Exceptional Women of Color (EWOC) Honoree and the 2017 Museum Educator of the Year by the National Association of Art Education.  Stacey is one of the founders of the Forum for Leadership in Art Museum Education (FLAME) and continues to serve on FLAME’s national leadership team.  
Currently, Stacey Shelnut-Hendrick is the Deputy Director of Public Engagement and Learning at the Chrysler Museum of Art in Norfolk, Virginia, where she hopes to be part of a broad museum movement, that leaves no doubt that museums can be relevant, just, and essential to all.

Adam Levine


Adam M. Levine, the Edward Drummond and Florence Scott Libbey director of the Toledo Museum of Art and a scholar of ancient art, is a transformative leader with a deep conviction that art inspires and museums are change agents. Levine is the 11th director of TMA since its distinguished founding in 1901.
Prior to embarking on his directorship at TMA in 2020, Levine was the George W. and Kathleen I. Gibbs director and chief executive officer of the Cummer Museum of Art & Gardens in Jacksonville, Florida. Under his leadership at the Cummer Museum, Levine oversaw numerous strategic initiatives, including the reconstruction of its historic gardens, expansion of its educational offerings and the implementation of innovative membership and audience development programs with dramatic gains in visitorship.
Levine originally joined TMA in 2012 as an Andrew W. Mellon Fellow, a two-year post-doctoral program designed to prepare the next generation of museum leaders, and went on to increasingly senior management roles at the museum, ultimately serving as deputy director and curator of ancient art. During his six-year tenure at TMA, Levine curated a diverse range of exhibitions, advanced the Museum’s first campus master plan, and shared oversight of TMA’s $16 million budget and 250 employees.
Levine graduated summa cum laude and Phi Beta Kappa from Dartmouth College, where he majored in anthropology, art history, and mathematics & social science. He continued his studies as a Rhodes Scholar at the University of Oxford, where he earned his master’s degree with distinction and D.Phil. in the history of art. He has published widely and is a frequent presenter on topics ranging from ancient art and interpretive strategies, to museum and management practices.
Combining his interests in mathematics and art, in 2009 he co-founded Art Research Technologies, a data and research company that has since gained a following in the commercial art world. He founded the Global Database of Antiquities the same year and has previously consulted for several departments at Sotheby’s and for Art & Auction Magazine, for which he provided quantitative analysis of the art market.

Colleen Jennings-Roggensack

Colleen Jennings-Roggensack, arts leader and visionary is Vice President for Cultural Affairs for Arizona State University and Executive Director of ASU Gammage. Jennings- Roggensack established the ASU Gammage organizational mission of Connecting Communities™ which allows ASU Gammage to go beyond its doors to make a difference in the community through the shared experience of the arts.
As Arizona’s only Tony Awards® voter and Vice Chair of the Road for The Broadway League Board of Governors, Jennings-Roggensack has made a lasting impact on the Valley and nationally through arts advocacy. She also serves on the Black Theatre United Summit and the 7G Committee. Jennings-Roggensack is a founding member and Vice Chair of Creative Capital Board and Senior Advisor to Women of Color in the Arts, former Association of Performing Arts Professionals board president, served on the National Council on the Arts at the bequest of President Clinton. and is a Life Director of the Fiesta Bowl.
She is the recipient of numerous awards including the 2023 Distinguished Award from The Broadway League, 2021 Arizona’s 48 Most Intriguing Women, 2021 City of Tempe Arts and Culture Community Impactor, 2020 National Coalition of 100 Black Women Education Legend, 2019 Valley Leadership Woman of the Year, 2019 ASU West Pioneer Award, National Society of Arts and Letters Medallion of Merit, Valle del Sol’s Mom of the Year, 2017 Halsey and Alice North Board Alumni Award, Association of Performing Arts Presenters’ Fan Taylor Award, Black Philanthropy Initiative Honor, The Broadway League’s Outstanding Presenter and Arizona’s Governor’s Arts Award. In 2012, The Arizona Republic recognized Colleen for Arizona’s 100th Anniversary as one of the individuals who had the greatest impact in the era.
Jennings-Roggensack has artistic, fiscal and administrative responsibility for the historic Frank Lloyd Wright designed ASU Gammage, ASU Kerr, with responsibility for Mountain America Stadium and Desert Financial Arena for non-athletic activities. She oversees the activation and transformation of Mountain America Stadium into a year-round hub of cultural activity as ASU 365 Community Union. In 2020, Colleen was also appointed by ASU President Michael Crow to co-lead the Advisory Council on African American Affairs.

Diane Jean-Mary

Diane Jean-Mary (she/her) is a cultural executive with a personal mission to shift society’s lens to preserve, protect, and invest in marginalized communities. Diane is Executive Director of Black Trustee Alliance, a nonprofit organization committed to advancing racial justice in the arts. In this role, Diane oversees all aspects of BTA’s growth and organizational development—building and activating the Black trustee community, developing tools for effective leadership, and publishing insights and guidelines to inform the field at large. 
A speaker at 100+ presentations, workshops, and retreats, Diane brings transformative discourse to the creative sector, exploring a range of topics such as the future of cultural experience, the makings of fandom and consumer activism, post-pandemic trends in corporate social responsibility, restorative capital and reparative justice, Black voices for the future of culture and creativity, and more. 
Prior to joining BTA, Diane served as a principal strategy consultant fueling organizational capacity in the areas of brand strategy, growth scaling, and social impact. In earlier roles, Diane headed up cultural agency LaPlaca Cohen as Partner & Chief Strategy Officer, influenced corporate strategy in a first-of-its-kind music streaming analytics and partnership development team at Sony Music Entertainment, and served as a Senior Management Consultant at Booz Allen Hamilton. 
Diane earned a B.A. in Economics and Latin American/Caribbean Studies from Columbia University, with a concentration in Film Studies. She holds professional certifications in Positive Psychology (University of Pennsylvania), International Business (Georgetown University) and Narrative Filmmaking (FAMU Film School of Prague).  
Outside of her work as a cultural leader, Diane maintains a life-long creative practice as a film writer and director. 
Diane is a strong believer in finding communities that help us flourish:  
Harvard Business School SVMP and MLT have given her the gift of peer leaders, entrepreneurs, and change-makers of color all striving for greatness. 
Eric Jordan Tennis, Team WRK, and OPEX Brooklyn have coached her to find strength in challenge, go after goals that scare her and have a hell of a good time while doing so. 
Ghetto Film School and FilmShop are her film families, nurturing her creative voice and providing accountability, critique, and support for her work.

Daniel Hemel

Daniel Hemel joined the New York University School of Law in June 2022 as a Professor of Law. His wide-ranging research explores topics in taxation, intellectual property, administrative and constitutional law, and nonprofit organizations. He has published more than fifty scholarly articles and essays in law reviews and economics journals, including in the Columbia Law ReviewNYU Law ReviewStanford Law ReviewUniversity of Chicago Law ReviewYale Law JournalJournal of Economic Perspectives, and National Tax Journal. His academic work has been cited by the U.S. Supreme Court, multiple federal courts of appeals, and the Presidential Commission on the Supreme Court of the United States.
In addition to his scholarly writing, Hemel has published dozens of essays and op-eds on tax policy, constitutional law, and current events in leading national newspapers, including the New York TimesWall Street Journal, and Washington Post. He has testified before Congress and the California State Assembly on tax topics, and he has assisted U.S. senators, House members, and state lawmakers in drafting tax legislation. He is a co-editor of the Journal of Legal Analysis, and he serves on the Board of Directors of the National Tax Association and the Environmental Law Institute.
Hemel graduated summa cum laude from Harvard College and earned an M.Phil with distinction in International Relations at University of Oxford, where he was a Marshall Scholar. He then earned his J.D. from Yale Law School, where he was editor-in-chief of the Yale Law Journal. After law school, he served as visiting counsel at the Joint Committee on Taxation and clerked for Judge Michael Boudin on the U.S. Court of Appeals for the First Circuit, Judge Sri Srinivasan on the U.S. Court of Appeals for the District of Columbia Circuit, and Associate Justice Elena Kagan on the U.S. Supreme Court. He has held visiting professorships at Harvard Law School and Stanford Law School, and he served for seven years on the University of Chicago faculty, where he was a Professor of Law and Ronald H. Coase Research Scholar.

Sam Gill

Sam Gill is the third president and CEO of the Doris Duke Charitable Foundation (DDCF), a New York-headquartered, national philanthropic organization that supports the performing arts, medical research, the environment, and child well-being. He also serves as president of several operating foundations that run under DDCF’s umbrella, including the Duke Farms Foundation, which operates a center for environmental stewardship in Hillsborough, N.J., and the Doris Duke Foundation for Islamic Art, which operates a museum for learning about the global cultures of Islamic art and design in Honolulu as well as a New York-based grants program with a related mission.  
Prior to joining DDCF in April 2021, Gill was senior vice president and chief program officer at the John S. and James L. Knight Foundation, where he oversaw more than $100 million in annual grant making across the foundation’s programs, in addition to managing Knight’s research and assessment portfolio and its grants administration function. Previously, he also served as vice president of Freedman Consulting, LLC. 
Gill also served on the board of the Philip and Patricia Frost Museum of Science in Miami and on the Commission on the Practice of Democratic Citizenship, a project of the American Academy of Arts and Sciences. He attended the University of Chicago and the University of Oxford, where he was a Rhodes Scholar. 

Miki Garcia

Miki Garciawas appointed Director of the Arizona State University Art Museum in December 2017. She was previously the Executive Director and Chief Curator of the Museum of Contemporary Art Santa Barbara from 2005-2017. At ASUAM, Garcia set a vision to center art and artists in the service of social good and community well-being and is working to reimagine how museums can be more accessible and equitable civic cultural organizations. Prior to this, she worked at the Public Art Fund, N.Y.; the Museum of Contemporary Art, San Diego; the Blanton Museum of Art at the University of Texas at Austin; and the San Antonio Museum of Art. She has completed numerous scholarly and professional publications and has taken part in juries and guest lectures, the most recent being Expo Chicago; School of the Art Institute of Chicago; Curatorial Leadership Summit, Armory Show; American Alliance of Museums; Artadia: The Fund for Art and Dialogue; Creative Capital and the National Endowment for the Arts. She currently sits on the Board of Trustees for the Association of Art Museum Directors; the Vassar College Frances Lehman Loeb Museum Leadership Council; and the Exhibition Committee for American Federation for the Arts. 

Carol Coletta

Carol Coletta is President and CEO of Memphis River Parks Partnership, a public-private partnership responsible for five miles of public property along the Mississippi River. Its mission is to work with and for the people of Memphis to trigger the transformative power of the river. She led a new riverfront concept plan, the renaming and redesign of two parks with confederate associations and a 5-mile bike-ped trail. Underway are master plans for two major parks and construction of Tom Lee Park, designed by Studio Gang and SCAPE, opening September, 2023. Built with 44% MWBE contractor participation, the park's new entrance is only six blocks from Tennessee's poorest zip code.

She came to the Partnership on loan from The Kresge Foundation where she was Senior Fellow in the American Cities Practice. She led the foundation's initiative, Reimagining the Civic Commons, a national effort to demonstrate that transformative public spaces can connect people of all backgrounds, cultivate trust, create more resilient communities, and generate greater value in neighborhoods nearby.

She previously served as VP of Community and National Initiatives for the Knight Foundation, a national foundation with deep local roots in 26 U.S. cities. She managed a portfolio of more than $50 million annually in grants and a team of 18 in eight offices across the country to drive success in cities. She was recruited to Knight to lead a new portfolio created from merging two departments. Her strategic focus at Knight was to understand how robust public life can accelerate talent, opportunity and engagement. To do that, she deployed grants, challenges, research, local leadership development, and convenings of professors, policymakers and practitioners. In particular, she has led a national inquiry into the value of economic integration on America’s cities and how to achieve it.

Carol led the start-up of ArtPlace, a public-private collaboration to accelerate creative placemaking in communities across the U.S. The collaboration included 13 leading foundations, eight federal agencies, and six of the nation’s largest banks.

She served as president/CEO of CEOs for Cities, a Chicago-based network of urban leaders from 45 of the nation’s top metro areas. She also led the Mayors' Institute on City Design, a collaboration of the National Endowment for the Arts, U.S. Conference of Mayors and American Architectural Foundation to help mayors tackle their thorniest civic design challenges. Carol created and hosted the public radio show, "Smart City."

Jim Bildner

Jim Bildner is the CEO of the Draper Richards Kaplan Foundation (www.drkfoundation.org), one of the largest venture philanthropy firms in the world. DRK has made more than 235 investments in early-stage non-profit and for-profit social enterprises working to solve complex societal issues including systemic poverty, food and water insecurity, access to healthcare and economic opportunities, sanitation, homelessness, criminal justice, social justice and climate change and adaptation strategies. In the aggregate, its portfolio organizations have directly impacted more than 400 million lives. He is also an Adjunct Lecturer in Public Policy at Harvard Kennedy School and a Senior Research Fellow at the Hauser Institute for Civil Society and the Center for Public Leadership at Harvard University. At the Kennedy School, his research interests include understanding the role of private capital in solving public problems, extending the capacity of foundations to solve complex societal issues and the sustainability of public and private systems when governments disinvest in these systems. At HKS, he teaches MLD 836, a foundational course on the role of for-profit and non-profit social enterprises in creating social impact and lasting impact when tackling complex societal issues.  
Among his many board affiliations, he is a trustee of The Kresge Foundation and chair of its Investment Committee. He serves on the boards of a number of non-profit organizations including Public Citizen Foundation, Education SuperHighway, OpenBiome, JUST Capital, The GroundTruth Project, Service Year Alliance, the Healthy Americas Foundation (National Alliance for Hispanic Health Foundation, and a number of boards of arts and culture institutions including the New Jersey Performing Arts Center, Dallas Symphony Association, Pérez Art Museum Miami, The Africa Center, and on the Board of Advisors of the Hopkins Center at Dartmouth College. He is a Trustee Emeritus at Case Western Reserve University, an Overseer Emeritus of the Boston Symphony, and an Emeritus Trustee of the board of the Lizard Island Research Foundation in Australia. He is a member of Young Presidents and a member of the Chief Executives Organization. 
In his board service, Mr. Bildner serves on the Investment Committees of boards with aggregate endowments in excess of $4 B as well as a member of numerous finance, investment, and/or audit committees of these boards.    
Mr. Bildner earned his AB from Dartmouth College, his MPA from Harvard, his J.D. from Case Western Reserve School of Law and an M.F.A. from Lesley University. He is a member of the Bar of the Commonwealth of Massachusetts. In 2008, Mr. Bildner was awarded the Dartmouth Alumni Award for service to the College and to his community. 

Rod Bigelow

Rod Bigelow has served as Executive Director of Crystal Bridges Museum of American Art since 2013, guiding all facets of the museum’s development and reflecting his more than 20 years of experience in management of arts and cultural institutions. He joined Crystal Bridges in 2010, serving as the deputy director of operations and administration, focusing on organizational and policy development as well as construction activities leading up to the museum’s opening in November 2011. In that role, he led Crystal Bridges’ strategic planning process, resulting in a comprehensive plan guiding the museum’s focus. During Bigelow’s tenure at Crystal Bridges, the museum has welcomed more than 6 million visitors. 
Prior to joining Crystal Bridges, Bigelow was Chief Operating Officer at the Toledo Museum of Art, where he implemented a federal grant program to increase funding for the museum’s sustainability projects, initiated collaboration with local non-profit organizations, and coordinated planning and pre-construction activities for a new contemporary gallery space. He was appointed Interim Executive Director at the Toledo Museum of Art in 2009. Bigelow previously served as director of administrative and financial services at The Art Institute of Seattle, where he oversaw financial aid, accounting, facilities, and retail activities. 
Bigelow is a board member of Triple Aught Foundation, the Art Bridges Foundation, and a member of the Association for Art Museum Directors (AAMD) and the America250 Arts & Culture Council and the External Advisory Group for the Atlanta University Center’s Art History + Curatorial Studies Collective.

Rehema Barber

Rehema C. Barber is the Director of Curatorial Affairs for the Kalamazoo Institute of Arts (KIA). Previously, Barber held positions at the Tarble Arts Center at Eastern Illinois University, the University of Illinois Urbana-Champaign, University of Memphis, The Amistad Center at the Wadsworth Atheneum Museum of Art, among others. She has participated in the Art Writing Workshop sponsored by the Andy Warhol Foundation Arts Writers Grant and AICA-USA, the Getty Leadership Institute, the Japan Foundation’s Curatorial Exchange Program, and was a 2001 Saint Louis Art Museum Romare Bearden Fellow. Notable exhibitions include Bare Walls, No Boundaries, Young Americans, Social Habitat: The Porch Project by Heather Hart, Painting Is Dead?!, a Dark Matter…, and In the Eye of the Beholder. For the KIA specifically, notable exhibitions included Yun-Fei Ji: Tale Tales of Scavenger, Africa Imagined: Reflections on Modern & Contemporary Art, and Unmasking Masculinity for the 21st Century, the latter of which was a collaboration between herself and Larry Ossei-Mensah. In 2020, Barber helped conceive of the reinstallation plan and theme for the KIA’s permanent collection and previously consulted for the Harvey B. Gantt Center and the Cincinnati Art Museum. Besides being an essayist for the Saint Louis Art Museum’s Shape of Abstraction catalogue, she has contributed to various publications such as The Commercial Appeal, Fiber Arts, International Review of African American Art, Number Magazine, and the Routledge Reader Series among other platforms. Barber holds a B.A. from Roosevelt University, an M.A. from the School of the Art Institute of Chicago, and a past certification in Elementary and Secondary Art Education from the University of Missouri, Saint Louis.

5 WAYS

THAT AI CAN

HUMANIZE

MUSEUMS

01

introduction

In museums and the art world, the topic of artificial intelligence is often met with resistance. There are reasons for museums and museum-workers to proceed slowly and carefully with AI — including questions around the protection of intellectual property and data, together with important ethical and environmental questions about its use. But these questions do not easily support a case to avoid AI entirely.

Such avoidance would, as a preliminary matter, be impossible. Museums and museum workers are already using AI, whether through existing search engines like Google or through Microsoft’s ubiquitous enterprise software (like Outlook) and its Copilot AI platform. As we will see below, this unavoidable use is one reason that museums seeking to protect confidential data actually need to train and focus their staff members on the use of AI, as a practice of risk-avoidance. In addition to museum workers, of course, the public and artists are already using AI, which means that AI is already affecting any museum’s digital strategy, ability to attract visitors, understanding of the ever-changing art world, and capacity to fulfill its mission. Avoidance is not an option.

Like many knowledge workers, museum workers are appropriately wary of AI’s impact on a museum’s research and intellectual property, which has been built on their training, expertise, and hard work. There are also concerns that AI will be used to eliminate positions among museum workers. But there are examples — including some of those shared in this report — to counter both concerns. For one, AI can expand access to the expertise of museum workers, potentially expanding any museum’s reach and sustainability. And while AI may reallocate employment in museums, it is not at all clear that it will reduce any museum’s overall dependence on people, even on people who use AI to perform their jobs. The best way to preserve and increase museum employment is to make museums matter to more people, and no enterprise can succeed — and especially not ones facing the same threats as museums — if they are expected to maintain every existing employee in the same position, forever. 

This paper will not resolve any specific questions about AI, and it is not a substitute for the policies that museums are wisely drafting and sharing about its responsible use. But in a world in which most content about AI and museums has focused on its risks, these case studies serve to illustrate some of AI’s benefits, and particularly the benefits that serve museum missions of engaging people with art, while also making museums more sustainable.

Its inspiration came from a comment made by Jim Breyer, a venture capitalist, AI investor, and trustee of the Metropolitan Museum of Art and the San Francisco Museum of Modern Art, at a Remuseum convening in early 2025. After several hours of thoughtful conversation about museum collections, Jim spoke up: “This group has said a lot of smart things over the last couple of hours, but no one has used the phrase that is in the first sentence of every other meeting I have.” That phrase was “artificial intelligence,” and Jim’s comment inspired another Remuseum convening, in January 2026. Together with Remuseum’s benefactor and our hosts, David Booth and Heather Pesanti, I gathered leaders and trustees from seven individual museums (along with two tech companies and one multi-museum consultancy) to share examples of their work in using AI and digital technology to enhance their missions and success*. What follows is a grouping of many (but hardly all) of those examples, shared to promote the idea that, rather than depersonalizing museums, AI may humanize them, giving more people more reasons to love art, and enhancing both staff and donor connections to their institutions.

02

Bringing Art & Technology to Life With Artists Residencies & Commissions

While AI poses a threat to the intellectual property rights of some artists, other artists are embracing it as a new form of creative expression. And some organizations are supporting residencies for artists using AI because it accelerates institutional understanding of digital art, a medium of great interest and appeal to the public.

Google Arts & Culture (GAC) has supported and collaborated with museums, archives, and libraries for over 15 years. GAC also supports creatives in residence embedded within institutions, providing access to Google tools, technical mentorship from Google engineers, and financial support in collaboration with the hosting partner. Recent examples include a technologist in residence at the Metropolitan Museum of Art, who used AI to build and test prototypes on topics such as museum way finding and artwork close looking (announced June 2026), and multiple artists in residence at Refik Anadol’s Dataland museum (announced July 2026).

The Toledo Museum of Art launched a Digital Artist in Residence program in 2023. The program “offers artists from around the world a platform to hone their craft and focus on creation with the resources of the TMA at their disposal” and its stated goal is “to encourage conversation on how the twenty-first-century art museum can support digital artwork and expand its community.” Among other results, the program has allowed both the museum and the public to see that digital art is made by people and not machines. Because artificial intelligence can seem so abstract (or even inhumane), the TMA’s program promotes a more nuanced view of AI as something that artists (people themselves) are using, in a program that supports them and their careers.

The Museum of Modern Art has brought digital artists into the museum in two ways. The Hyundai Card Digital Wall in MoMA’s lobby has presented digital art since it launched with Refik Anadol’s “Unsupervised” (a work trained on publicly available data on MoMA’s permanent collection) in 2022. The most recent artist presented was Sasha Stiles, who describes her work — exploring how human and machine minds process language, remaking itself every 60 minutes — as a “poem in residence.”

MoMA also partnered with Feral File (a cultural/technology company that champions computational art) on commissions, online exhibitions, and editions of digital art that can be sold to benefit both the artist and the museum. Results of this partnership included Anadol’s “Unsupervised” as well as an exhibition called “SOUND MACHINES” in which seven artists (including Yoko Ono and Holly Herndon and Mat Dryhurst) explore sound through new technologies, and the “MoMA Postcard” project, an experiment in collective creativity on 
the blockchain.

Meta Reality Labs has engaged artists in short-term and long-term residencies around both AI and XR. Artists like Alexander Reben and Susan Robb have been supported in residencies at Meta’s long-term research lab, to provide feedback and new ways of thinking to technologists while gaining access to new ways to produce their work. Meta has also supported production and museum exhibitions of the artists’ work.

AI and digital artist residences and commissions serve many museum goals. They support artists at the cutting edge of new concepts and media; they expand the work of museum curators, educators, and others; and they fulfill museum missions of serving the public with art, illustrating that art is always made by artists who, like the public, are working with and trying to understand new technologies and platforms. As museums know, artists can always show new ways of thinking and new ways forward, skills that are especially useful at times of uncertainty and division about technology and its role in culture and society.

AI and digital artist residences and commissions serve many museum goals. They support artists at the cutting edge of new concepts and media; they expand the work of museum curators, educators, and others; and they fulfill museum missions of serving the public with art, illustrating that art is always made by artists who, like the public, are working with and trying to understand new technologies and platforms. As museums know, artists can always show new ways of thinking and new ways forward, skills that are especially useful at times of uncertainty and division about technology and its role in culture and society.

03

Strengthening Museum Connections with Supporters

Museums depend on relationships — with the donors, members, and visitors who fund their missions — yet the data that captures those relationships is usually scattered across a number of systems and platforms that were never designed to talk to one another. A development officer trying to understand a single supporter might have to move from a fundraising database to a collections database to a ticketing system to an email platform, assembling by hand a picture that ought to be available at a glance. At the Detroit Institute of Arts, Chief Digital Officer Jen Snyder is using AI not to replace the people who steward those relationships but to give them a more accessible and complete view of the relationships themselves, allowing them to build more and stronger levels of donor support.

The DIA occupies an unusual and instructive position in the field. Since a tri-county property-tax millage first passed in 2012, public support has covered the majority of the museum’s overhead and allowed it to offer free admission to residents of the counties that fund it — a business model the museum has discussed publicly, including in a 2024 Wall Street Journal feature, and one that other institutions may find worth studying. Snyder came to Detroit from digital leadership roles at SFMOMA and the Art Institute of Chicago.

Invited to speak to a national gathering of museum development directors, Snyder listened to their frustrations. Fundraising is hard, and the databases meant to help are a patchwork of aging systems that, as one attendee put it, look like MS-DOS from 1999. To understand just one donor’s relationship to its museum, a development officer might have to check a fundraising system for gift history, a collections database for donated works, a ticketing system for visit history, and yet another platform to see which emails a patron had opened — cobbling together the full portrait of a donor almost entirely by hand. The instinct in the room was to solve the problem by building a single new database to hold everything, a multimillion-dollar undertaking. Snyder’s counsel, drawn from years of watching museums build costly custom systems that do nothing well, was to resist it and find a better way to work with the existing system.

Instead of replacing the databases, she proposed connecting them: pointing a large language model at the museum’s existing systems and giving staff a simple chat window — built into the tools they already use — through which to ask plain-language questions and receive answers that draw on all of those systems at once. Rather than training each new employee on a series of outdated and siloed databases, the museum could simply let them ask an institutional “brain” sitting over all of those siloes for whatever they need to know. Snyder describes the goal in terms she borrows, fittingly, from an earlier technological era: to dam up the museum’s scattered material into a single data lake, run AI across it, and hand the results to staff. The immediate payoff is time — reports that once took weeks could become nearly instant — creating a foundation of information that the museum can layer with other capabilities, such as connecting the data to business-intelligence tools that continuously track where its tri-county visitors are coming from.

The same architecture can also serve the public and its varied and personal relationship to the museum and its collection. To make the case to her board, Snyder paired the internal tool with a more visible, external-facing one: an AI-powered collection search that lets anyone ask for works in ordinary language — any adjective, any description — succeeding where an earlier “mad-lib” dropdown search had grown too complex to code. A third ambition, which she calls a “curator in your pocket,” would let a visitor photograph a work and receive rich, connected content about it — but it, too, depends on first linking the museum’s underlying systems.

None of this is especially glamorous, and the museum frames AI plainly in its own presentations — less a form of intelligence than something operational, experimental, and translational: a way to connect and translate what the museum already knows, rather than a magic new capability. The estimated cost of the whole effort is roughly half a million dollars, a fraction of the multimillion-dollar database rebuild it makes unnecessary. And Snyder intends to open-source the work, as she has throughout her career, so that other museums can adopt or build on it; several have already offered to contribute. In this, the DIA models stewardship in two directions at once — better stewardship of the relationships that sustain a single museum, and a generous stewardship of the sector, building tools that can serve both itself and the field.

04

Personalizing the Museum 
by Speaking with One Voice


A museum’s voice — the tone of its wall labels, newsletters, fundraising appeals, and social media — is one of its most valuable and least examined assets. It is also, at most institutions, highly inconsistent: written by people who work in sometimes-siloed departments, of varied skill, and rarely governed by a consistent voice. The Frye Art Museum in Seattle has used AI to overcome some of those challenges, developing a well-defined, personal voice, then encoding a house style to let AI help it sound consistently like itself across many points of contact — and, in the process, making the public feel a stronger personal connection to the museum itself.

Image: A Body for Me:, Jacolby Satterwhite and the beautiful violence of survival

The Frye Art Museum is, in Executive Director Jamilee Lacy’s affectionate description, a “weirdo” museum: free to all, relatively small, and proud of a collection and program that are both highly specific to itself. Working with the consultancy Capacity Interactive, the museum developed a brand, positioning, and tone guide, then used it to train its in-house assistants like Copilot and ChatGPT to generate clearer, more accessible copy at every level of the institution. The tone it settled on is “cheeky elegance” — the elegance preserving a certain professorial authority, tempered by a cheekiness that makes it both accessible and full of character — a register that also acknowledges that artists themselves are often ironic, sardonic, and spicy.

The results have been striking for an intervention that cost only $7,500. Web traffic from repeat visitors is up 20 percent since the museum began pairing the model with its new positioning guide; attendance has risen 18 percent even as several other Seattle museums have seen declines of 15 to 20 percent; and membership has grown. In a city Lacy notes is among the most highly educated in the country, visitor-engagement surveys report audiences newly excited by the content coming from the museum’s website, its social media, and its program texts. Lacy is careful about the causal claim, but its other work is mostly unchanged, and she believes that a consistent, confident voice has made the museum’s distinctiveness legible to people who admired it but had not felt invited in. The guide, as she puts it, has let the Frye retain its weirdness through the content while smoothing the way that weirdness is communicated.

Crucially, the voice was defined by people and is applied everywhere. The museum built its style the way one builds an editorial or brand guide — through workshops with staff, longtime collaborators, board members, and others with deep institutional knowledge — and only then trained the model on it. The guide now shapes non-curatorial texts, from fundraising letters to newsletters, and curators can use it to check tone for wall labels they write. It reaches inward as well: the Frye used it to help rewrite its employee handbook and to tune the AI assistant inside its HR portal, so that staff are addressed in the same voice as the public. A communications director with a masters in modern art oversees the guide and keeps 
it evolving. 

This use of a distinctive voice connects the Frye’s experience to a wider truth about the field. Museums can suffer from a kind of institutional isomorphism — insisting they are different while steadily coming to look alike — and audiences, like people, do not form strong attachments to institutions that try to be everything to everyone. We build relationships with things that feel like something, the way we love a friend even for the same bad joke told again. A distinctive voice means a museum will not be for everyone; it also means it will be, more deeply, for many. Used this way, AI does not flatten a museum into corporate sameness. It helps a museum sound, consistently and at scale, like itself.

Frye Salon, Frye Art Museum, Seattle, March 28, 2024–January 5, 2025. Photo: Jueqian Fang

05

Investing in Staff Development for AI

One of the most common fears about AI in museums is that it will be used to replace people. Two institutions are doing something closer to the opposite: investing in their staff — through access, permission, training, and governance — so that employees can use AI both well and safely. As the introduction to this report noted, focusing staff on approved tools is itself one of the surest ways to protect a museum’s confidential data. These museums treat AI fluency less as a threat to jobs than as a form of professional development.

The Museum of Modern Art approaches AI with a “Human + AI” approach, using its corporate partnerships to invest in its people first, through training on platforms that protect institutional data and generate lessons that can support the museum’s mission and be applied across departments.

Through MoMA’s work with Google it provided Gemini Pro to every member of its staff, with the explicit intention of creating permission — an encouragement to use the tool in everyday work rather than building a long list of prohibited activities. That permissive culture is deliberately paired with a simple framework for managing risk. Chief Operating Officer Jan Postma described the logic: for ordinary day-to-day tasks, staff may use whatever tool they like; for anything involving MoMA’s own information, they are directed to Gemini, where the museum holds a confidentiality agreement with Google; and for anything public-facing, ideas run through a monthly AI governance group where staff can bring proposals and questions. The point, Postma stressed, is not to eliminate risk but to understand it — the same posture the museum takes toward uncertainty generally. At the board level, AI now sits within MoMA’s existing enterprise risk-management system and the audit committee’s purview, so that the conversation about risk is continuous rather than reactive.

MoMA has added additional tools through a partnership with Anthropic and now also licenses Claude for a large group of employees to use. Both Google and Anthropic bring teams onsite for training and listening to MoMA staff. The museum has seen great gains in productivity and effectiveness in functions like coding and across departments like finance, operations, maintenance, legal, data, and accounting. The result, in work that is very much ongoing, is that MoMA staff members have seen that AI doesn’t replace people; it replaces tasks, allowing them to focus on higher-value, mission-based work. 

The National Gallery of Art has made staff training the centerpiece of its approach. An enterprise partner of OpenAI that also works across Copilot and ChatGPT, the National Gallery (which couldn’t attend the gathering but shared its work beforehand) is entering an upskilling phase for its staff, built around a training series and a five-part introductory course. Among the things it aims to teach is what the museum calls digital judgment: not simply how to use AI, but how to use it intelligently and well.

The National Gallery is equally deliberate about resistance. Rather than mandate adoption, it plans multiple open staff conversations and actively encourages what it describes as healthy skepticism, on the view that every consequential decision a museum makes carries moral, environmental, and ethical dimensions — and that AI is no exception, and should be discussed in those terms along the way. 

Taken together, MoMA’s permissive-but-governed culture and the National Gallery’s investment in upskilling point to the same conclusion: the museums least likely to be harmed by AI may be those that invest the most in helping their people understand it collectively and use it thoughtfully.

06

Personalizing Art Experiences for Every Visitor

Nowhere is the fear that AI will de-personalize the museum more acute than in the galleries themselves, where a personal encounter between a work of art and a human is the whole point. Yet several museums at the convening are using AI to do the opposite of what that fear predicts: to help each visitor look more closely, find their own way in, and carry that encounter beyond the walls of the building. Their work shares a conviction that personalization, done well, is not a screen between the visitor and the art but a way of meeting each person where they are.

Few museums have pursued that idea longer, or more systematically, than the Cleveland Museum of Art, where Chief Digital Information Officer Jane Alexander has spent more than fifteen years building the digital infrastructure that makes it possible. The museum’s guiding principle, rooted in a 1916 mission to create transformative experiences “for the benefit of all the people forever,” is that technology is never deployed for its own sake but as a tool to bring people closer to the art — to meet visitors, as Alexander puts it, where they are. Its timeline of digital initiatives traces that conviction across almost 15 years:

2012

Gallery One opened with a 40-foot Collection Wall, one of the world’s largest interactive touchscreen displays, featuring more than 4,100 artworks. It also included two early uses of AI. Make a Face matched a visitor’s face with faces in the collection.

2013

The ArtLens App launched, creating a personalized connection between visitors, collection data, and the art on view.

2016

ArtLens Studio explored creative play through computer vision, responsive technology, and interactive design.

2017

ArtLens Exhibition used gestures, eye tracking, and AI to make “Art 101” playful. Express Yourself read visitors’ facial expressions as they looked at an artwork.

2019

Open Access made public-domain images and collection data free to download, share, and reuse, creating a trusted foundation for future AI projects.

2020

During the pandemic, CMA created online experiences including Share Your View and ArtLens for Slack, using AI to connect audiences with the collection from home.

2021-22

Revealing Krishna combined scholarship with four immersive experiences. Its mixed-reality tour used computer vision and spatial mapping to explore the history and conservation of a monumental Cambodian sculpture.

2024

CMA launched a new accessible website and Collection Online experience. Every artwork detail page uses AI powered visual similarity to suggest related works. CMA also opened: Into the Seven Jeweled Mountain, an immersive experience that brought a historic Korean landscape to life.

2025

Pintoricchio Magnified used AI-powered camera tracking to follow visitors’ movements, allowing them to walk through the painting’s conservation layers and explore newly revealed details.

2026

 ArtLens Reimagined opened with 21 experiences designed to inspire curiosity, creativity, and closer looking. Seven thoughtfully integrate AI: Talk to the Art, Art Morph, Strike a Pose, Hand Model, Community Mural, Infinite Landscape, and You on View. The new ArtLens App also uses AI to identify every artwork on view and provide immediate access to trusted CMA information. Throughout ArtLens, AI supports rather than replaces human creativity and scholarship, while respecting artists’ rights and protecting visitor privacy.

Although CMA has used AI since 2012, the technology has never been the goal. Like photogrammetry, mixed reality, immersive storytelling, and interactive design, AI is one of many tools the museum uses to support art, learning, accessibility, and audience engagement. Each project builds on lessons from earlier work. The online game Extend the Art, for example, teaches people to write effective AI prompts using artworks from CMA’s Open Access collection. The game took one month to build and another 11 months to test and refine with appropriate safeguards. CMA also publicly shares its principles, practices, and safeguards through its public vision statement: AI in Service of Art, Learning and Accessibility

Across these projects, the museum’s analytics show that playful digital experiences encourage people to engage more deeply with the collection and look more closely at the original art.

Accessibility has become an especially important area for this work. After a 2023 workshop at the National Gallery of Art, CMA and the National Gallery formed a museum consortium to explore how AI could help create visual descriptions at scale. CMA administers the group, which meets monthly to share research, testing, and lessons learned. Working with the accessibility firm Prime Access Consulting, CMA developed a roughly 40-page guide, built prompts and tools from it, tested several AI models, and manually wrote approximately 1,500 descriptions as examples. With credits from Google, CMA used Gemini to help extend this work across the collection. In spring 2026, the museum launched visual descriptions for the primary images of more than 68,000 objects. Each AI-assisted description is clearly labeled and invites public feedback, continuing a practice that already generates approximately 50 messages a week about CMA’s collection data. The result is a collection that is more accessible and better documented, with technology expanding access while museum expertise, public trust, and the art remain at the center.

The National Gallery of Art offers a different angle on the same goal. Historically a text-light institution — a democratic place built to let the nation’s treasures speak for themselves, with little interpretive text — it finds itself with relatively little written material to draw on at exactly the moment when text has become newly important. Its response is to use AI to generate first drafts of interpretive text for roughly a thousand artworks, trained entirely on the museum’s own authoritative content drawn from its catalogs, its collections database, and other historical sources. These drafts are built from the National Gallery’s own scholarship — and are presented to curators as a starting point rather than a finished product, tuned for consistent tone and grade-level readability.

There are market-based reasons to develop AI-friendly interpretive tools as well. Like other fields, museums developed a series a tools to attract and engage online audiences, tools that were grounded in principles of search engine optimization (SEO). Like other museums (and businesses), the National Gallery started to see website traffic impacted by Google’s shift to AI-generated summaries in search results in mid-2025, giving it (and other museums) a new  reason to make their content available in more places and ways, rather than relying SEO for people to find the museum via traditional search. Chief Information Officer Rob Stein has raised the harder questions that accompany this work: about synthetic media and fakery, about the responsible reuse of a museum’s own assets, and about whether the field’s long tradition of open access to collections data may come into tension with newer, more proprietary thinking. This report does not resolve those questions, but every institution will have to face them.

At Crystal Bridges Museum of American Art, the push toward personalization is unfolding in a community — the home of Walmart — where AI is, in Executive Director Rod Bigelow’s phrase, “in the water.” Bigelow frames the museum’s charge in terms of its founding purpose: Crystal Bridges is, above all, a storyteller. And with a recently expanded campus that increasingly joins art with health and wellness, the question is how to tell its stories more richly, and to more people, at an ever growing scale.

The museum’s answer is an AI Art Companion named Rosie (named for a museum hallmark, Norman Rockwell’s painting of “Rosie the Riveter”): a personalized, voice-enabled, mobile-first guide meant to meet each visitor where they are — emotionally, cognitively, and situationally. Built as a progressive web app rather than a native one — precisely to avoid the download friction that holds typical museum-app adoption to between 3 and 5 percent — it lets a visitor simply hold up a phone to a work (every piece on view has been indexed for image recognition) and begin a conversation, without requiring a QR code or number beforehand. It is voice-enabled by design, so that visitors can keep their eyes on the art while they talk and listen; the goal is to support close looking, not to put another screen between people and the work.

Under the hood, the companion is deliberately modest in its engineering: it does not invent new technology so much as bind existing models to Crystal Bridges’ own data, prompts, and preferences. Its pipeline draws on a foundational inventory of seven institutional sources — beginning with the museum’s collection metadata and a rich archive of curators speaking about the works on view, and expanding to extended labels, member-magazine content, and the museum’s interpretive frameworks. A collection of roughly 4,000 objects, well documented and current, makes the undertaking manageable. The project is a departure from the museum field’s habit of designing every offering for every audience: here, digital functions as a parallel system, with tools optimized for particular segments — early adopters and arts enthusiasts among them — as one part of a broader commitment to access, and to closing the gap between a guided and an unguided visit.

The Toledo Museum of Art is approaching personalization from the studs up — literally. As it undertakes its first reinstallation in some forty years, effectively building a new museum inside its historic buildings, Director & CEO Adam Levine has come to believe that the real analog to the great museum-building of the past is not another building but infrastructure. Toledo’s Beaux-Arts building was famously overbuilt in the 1930s, he notes, with roughly 60 percent of its gallery space left unfinished for a future that took almost ninety years to arrive — a decision that saved the museum more than one hundred million dollars in expansion costs over those decades. The lesson Levine draws from this history is that the moment to make a generational investment is now, while the museum is already down to the studs, and that meaningful personalization will not come from a front-end software solution alone.

Toledo is investing in the physical layer that AI-driven personalization requires: fiber, space for edge computing, and location-awareness technology. To coordinate the effort the museum created TMA Labs, an internal group that functions as an in-house consultancy, advised by figures from the technology world including Ian Charles Stewart, a co-founder of Wired magazine. The near-term aim is a frictionless reentry to the Museum for every visitor with the Museum’s 2027 reopening, helping every visitor, whether they have come for fifty years or never before, find their way through galleries no one will yet know. 

That infrastructure is also a long-term data strategy. By knowing, precisely, that a visitor lingered four minutes in front of a Dubuffet and twelve seconds before a Calder, the museum expects to build an unusually rigorous dataset — and, from it, genuinely personalized, AI-driven experiences in the years that follow. Levine’s vision is expansive but human in its aims: a visitor should be able to move through the entire museum without ever taking out a phone, yet be able, whenever they wish — in the café, in the galleries, or at home afterward — to revisit and interact with content that reflects their own visit. The real prize is not the in-gallery screen, which too often echoes the failed second-screen experiments of television, but the relationship a museum can build with a visitor beyond its walls — and the community visitors might build with one another. In one illustrative possibility, Levine imagined inviting the twenty visitors who lingered longest before a particular Monet in a given month to a special conversation with a curator — not to sell them a tote bag, but to turn a moment of attention into a relationship, and perhaps, into deeper membership and support.

Conclusion

From Seattle to New York, from Detroit to Bentonville, and across every example in this report,  a shared philosophy emerges. Personalization through AI, in these hands, is not a substitute for the encounter with art or a way to eliminate people from the institution, but a way of honoring those encounters and the institution that provides them: helping each visitor build stronger, deeper and more personal connections to art and to the museum itself, and helping museum workers feel more empowered to use their expertise in service of their work and their museum’s mission. It keeps curators, conservators, and artists in the loop rather than writing them out of it, and it treats the visitor not as a data point to be harvested but as a person to be met.

The examples gathered here do not resolve the hard questions about AI, about intellectual property, data, the environment, employment, and ethics. Museums are right to take those questions seriously and to address them through the careful policies this report is not meant to replace. But they also propose a different starting point than the one that dominates most conversations about AI and museums. In each case, an institution began not with the technology but with its mission — to steward the relationships that sustain it, to speak with a voice that is genuinely its own, to invest in its people, and to help every visitor find a way to the art — and then ask how AI might serve that mission more fully. Understood that way, AI is not about turning museums into machines, but about humanizing and effectively fulfilling museum missions of making art matter to people.

Acknowledgements

Paradox Cove is an appropriate name for a place to host a gathering on the complexities and opportunities of AI for museums and the public, and it is also the Austin home of David Booth and Heather Pesanti, who graciously hosted Remuseum and the following organizations that made time to gather there:

  • Crystal Bridges Museum of American Art

  • Museum of Modern Art

  • Toledo Museum of Art

  • Cleveland Museum of Art

  • Detroit Institute of Arts

  • San Francisco Museum of Modern Art

  • Frye Art Museum
  • Balboa Park Online Collaborative

  • Google Arts & Culture

  • Meta Labs
  • While the National Gallery of Art was unable to participate in person, it shared experiences and case studies with the convening and in this report.

David Booth, a renowned entrepreneur, founded Dimensional Fund Advisors in 1981 and remains its Executive Chairman. A great benefactor of the two universities that shaped him (the University of Kansas and the University of Chicago), he is an art collector and patron who serves on the Board of the Museum of Modern Art and inspired and funded the development of Remuseum. Heather Pesanti is a curator with a distinguished record of creating exhibitions and publications at both the Albright-Knox Gallery (now the Buffalo AKG Art Museum) and The Contemporary Austin. She now serves as the Curator and a Vice President at Dimensional Fund Advisors, where she oversees a global art collection across 15 offices worldwide. She is a Trustee of the Chinati Foundation and serves on advisory committees at Crystal Bridges Museum of American Art, the Museum of Modern Art, the Guggenheim Museum, and the Harry Ransom Center at the University of Texas (Austin).

This work would not have happened without David Booth’s generosity and guidance. The success of this convening (like two others that preceded it) depended on his and Heather’s warm hospitality and encouragement of bold conversations about the arts, wherever they lead.

[*] After Remuseum’s January convening, the Devos Institute published a report in March 2026 with a similar perspective. “An AI Roadmap for Nonprofit Arts and Culture Organizations: Practical Insights and Use Case Studies From the Devos Institute A3 (Arts x Admin x AI) Initiative” offers an AI roadmap that is both realistic and opportunistic, grounded in applied research conducted in partnership with 16 U.S. arts organizations, including 12 key case studies.