The Pulse of Higher Ed

Perspectives on Online and Professional Education
from UPCEA’s Research and Consulting Experts

AI Payoff vs. the Web: What It Means for Higher Ed

A woman (Kathleen Ives) is dressed in a green sweater and smiling for a headshot.

By Kathleen Ives

When the New York Times ran a piece in August pointing out that companies are throwing billions into AI with little to show for it, I had déjà vu. It took me right back to the late 1990s, when everyone thought the web would change everything overnight. It did change everything—but not before years of hype, broken promises, and a lot of failed businesses. The story feels familiar, but AI is moving at a very different speed.

The adoption curve for AI is off the charts. ChatGPT hit 100 million users in two months—faster than TikTok or Instagram ever did (Chow, 2023; Hu, 2023). Almost every company you talk to is running AI pilots. In customer service and coding, we’re already seeing measurable gains. It feels like the web boom, but on fast-forward.

But here’s the thing: adoption is not the same as payoff. According to Lohr (2025), about eight in ten companies are using generative AI. At the same time, just as many say they haven’t seen a real bottom-line impact. A separate report showed that 42% of companies abandoned most of their AI projects in 2024–25—up sharply from 17% the year before (Wilkinson, 2025). And a recent MIT report put the number even higher, finding that as many as 95% of corporate generative AI pilots are failing to deliver meaningful results (Estrada, 2025). The U.S. Bureau of Labor Statistics did record a 2.4% productivity jump in Q2 2025, but it’s hardly the kind of step-change that signals a true revolution (U.S. Bureau of Labor Statistics, 2025).

If you lived through the dot-com era, this pattern looks familiar. Companies rushed online, but most didn’t have the models, infrastructure, or customer base to make it work. A lot of them flamed out. But a handful of survivors—Amazon, Google, eBay—figured out how to translate clicks into profits once the infrastructure caught up. That’s where we are with AI: massive experimentation, high failure rates, and a lot of lessons still being learned.

Here’s how the parallels stack up:

Theme AI Today (2020s) Web Gold Rush (1990s)
Hype & Speed AI adoption skyrocketed—ChatGPT hit 100M users in 2 months. Web adoption was slower, with clunky infrastructure and dial-up.
Adoption Rate Nearly every major company is experimenting with AI pilots. Gradual diffusion through browsers, e-commerce, and early portals.
Pilot Outcomes 42% of projects abandoned in 2024–25 as costs and data issues mounted. Dozens of dot-coms collapsed after chasing ‘eyeballs’ not profits.
Productivity Early task-level gains (coding, call centers) but modest macro gains. Productivity boost only visible years later, after the crash.
Survivors Winners will be those with proprietary data, governance, and integration. Giants like Amazon and Google emerged stronger after shakeout.

 

Now, what does all this mean for higher education? This is where things get messy. Our sector is facing financial and political headwinds that make big bets on AI much harder. Moody’s downgraded the outlook for higher ed to negative earlier this year (Moody, 2025a). Tuition discounting keeps climbing, squeezing budgets even further (Moody, 2025a). And on top of all that, the Trump administration has gutted the Department of Education staff, creating instability in areas like financial aid and compliance (Katz, 2025). In this climate, large-scale AI adoption isn’t just unlikely—it’s nearly impossible for most institutions.

But that doesn’t mean AI has no role in higher ed—quite the opposite. The smart play right now is targeted, practical adoption—the kinds of tools that ease pressure on people and budgets rather than adding to them. Think about AI that can speed up advising, help draft grant proposals, or take some of the routine work off IT help desks. These aren’t the splashy, campus-wide transformations we read about in headlines. Still, they’re the projects with quick payback, minimal compliance risk, and the ability to free up time and resources for the work that really matters.

So where do we go from here? For colleges and universities, the takeaway is pretty simple: start small, be intentional, and keep the mission front and center. Pick one or two areas where AI can make an immediate difference—cutting wait times for students, streamlining paperwork, or reducing repetitive tasks. Then track the impact, share what works, and build from the wins. What higher ed can’t afford right now is chasing shiny tools just to claim we’re “doing AI.” The point isn’t to be first out of the gate—it’s to make smart, lasting choices that protect mission and margin in a tough political and financial climate.

Kathleen Ives is UPCEA’s Chief Business Development Officer & Senior Vice President of Member Engagement. She oversees membership, partnerships, research, and consulting, leveraging her cross-sector experience to drive engagement, build alliances, and advance UPCEA’s mission.

References

Chow, A. R. (2023, February 2). ChatGPT is the fastest-growing app of all time. Time. https://time.com/6253615/chatgpt-fastest-growing/

Estrada, S. (2025, August 18). MIT report: 95 percent of generative AI pilots at companies failing. Fortune. https://fortune.com/2025/08/18/mit-report-95-percent-generative-ai-pilots-at-companies-failing-cfo/

Hu, K. (2023, February 1). ChatGPT sets record for fastest-growing user base. Reuters. https://www.reuters.com/technology/chatgpt-sets-record-fastest-growing-user-base-analyst-note-2023-02-01/

Katz, E. (2025, July 14). Education Dept. can proceed with mass layoffs after Supreme Court ruling. GovExec. https://www.govexec.com/workforce/2025/07/education-dept-can-proceed-mass-layoffs-after-supreme-court-ruling/406714/

Lohr, S. (2025, August 13). Companies are pouring billions into A.I. It has yet to pay off. The New York Times. https://www.nytimes.com/2025/08/13/business/ai-business-payoff-lags.html

Moody, J. (2025a, March 19). Moody’s downgrades higher ed outlook to negative. Inside Higher Ed. https://www.insidehighered.com/news/business/financial-health/2025/03/19/moodys-downgrades-sector-outlook-negative

Moody, J. (2025b, June 24). Tuition discounting hits another high. Inside Higher Ed. https://www.insidehighered.com/news/business/revenue-strategies/2025/06/24/tuition-discounting-hits-another-high

U.S. Bureau of Labor Statistics. (2025, August 7). Productivity up 2.4 percent in second quarter of 2025. https://www.bls.gov/news.release/pdf/prod2.pdf

Wilkinson, L. (2025, July 17). 42% of companies abandoned most AI projects, up from 17% in 2024. CIO Dive. https://www.ciodive.com/news/AI-project-fail-data-SPGlobal/742590/

Authored by

Learn more about UPCEA's expert consultants. 

Do you need help with your PCO unit or campus? We can help. Contact UPCEA Research and Consulting for a brief consult. Email [email protected] or call us at 202-659-3130.

Trusted by the nation's top colleges and universities, UPCEA Research and Consulting provides the best value in the industry today. UPCEA's industry experts have years of experience in Online and Professional Continuing education - put them to work for you!

UPCEA Research and Consulting offers a variety of custom research and consulting options through an outcomes-focused pricing model. Find the option(s) that best suit your institution.

Learn more about UPCEA Research & Consulting


The UPCEA Difference

Unmatched Experience: For more than 100 years, UPCEA consultants have exclusively served the needs of online and professional continuing education programs. UPCEA consultants leverage their extensive industry expertise to expedite solutions, anticipate upcoming shifts, and offer distinct best practices, effectively aiding clients in achieving their goals.

Cost Effectiveness: As a nonprofit, member-serving organization, we provide unmatched value, allowing you to maximize limited research and consulting budgets.

Action in Motion: Our cadre of experienced, skilled authorities and expert practitioners propels you forward, translating research and consulting into impactful implementation, a distinctive hallmark of UPCEA. Our team of current and former institutional leaders will support you, turning research and consulting into action.

Mission Alignment: Like you, our mission is to enhance and expand educational opportunities and outcomes for adult and other non-traditional learners. We share your values and work in partnership with you to advance access and excellence in education.

Other UPCEA Updates + Blogs

AI Across Generations: What Leaders Should Know and What They Shouldn’t Assume

There are many assumptions about AI use across generations. Gen Z readily embraces artificial intelligence. Millennials are integrating it into their work. Gen X is more cautious and pragmatic. Baby Boomers are reluctant adopters.  Is it really that simple?  Perhaps not.  Generational differences in AI use appear to be real. What those differences mean is…

UPCEA’s Corporate Member Blog Series #5 | Partnership Blueprint: 8 Takeaways for Corporate Members from the 2026 UPCEA Hallmarks of Excellence in Digital Learning Enterprises

When UPCEA released the original Hallmarks of Excellence in Online Leadership in 2016, online education was widely viewed as an emerging modality. A decade later, the landscape has shifted. The newly released 2026 Hallmarks of Excellence in Digital Learning Enterprises (2026 Hallmarks) reflects a higher education ecosystem where digital capability is no longer an add-on,…

Workforce Pell Moves from Rules to Reality: State Pipelines, New Federal Training, and $65 Million from Labor | Policy Matters (September 2026)

Major Updates Workforce Pell Moves from Rules to Reality: State Approval Pipelines Mature, ED Launches Training, and Labor Awards $65 Million Nearly three months after Workforce Pell Grants (Pell awards for programs of 150–599 clock hours, or 8 to fewer than 15 weeks) became available on July 1, the rollout is moving at very different…

Leading Digital Learning Enterprises | Part 4: Beyond the Technology: Building a Digital Ecosystem with Purpose

Technology may be the most visible element of a digital learning enterprise. It is also one of the easiest to misunderstand. Institutions invest considerable resources in learning management systems, student information systems, customer relationship management platforms, analytics, communication tools, instructional technologies, cybersecurity, and an expanding array of emerging technologies. Each promises opportunities to improve some…

Trust, but Click: What Prospective Students Are Teaching Us About AI Search in 2026

During arms-control talks in the 1980s Ronald Reagan made “trust, but verify” one of the most quoted phrases of the era. Four decades later, prospective online and continuing education students appear to have quietly borrowed it back and pointed it directly at their search bar. Trust, but click. That is the story of AI Search…

2026 UPCEA MEMS Award Recipients Announced

26 recipients chosen across three award categories WASHINGTON, D.C., September 16, 2026 — UPCEA, the online and professional education association, has announced the recipients of the 2026 Excellence in Enrollment Management Award, the Excellence in Advancing Student Success Award, and the Excellence in Marketing Award. All three awards are sponsored by UPCEA’s Marketing, Enrollment Management,…

The Nation's Top Universities Choose UPCEA Research and Consulting

Informed decisions. Ideas that work. The data you need. Trusted by the top universities in the nation.