Every conference stage and vendor deck in senior living now leads with technology. But underneath the noise, what are operators actually adopting, what is holding them back, and where is the money really going?
We pulled together the most credible published data from 2025 and 2026, including surveys from Argentum, LeadingAge's Center for Aging Services Technologies, Ziegler, and AARP, to give operators one grounded picture instead of a dozen scattered headlines. Here is what the numbers say.
Confidence Is Rising, but Competence Is Still Early
The clearest signal in the newest data is that operators are getting more comfortable with technology, especially AI, even though few would call themselves experts.
In the second annual CTO Hotline Report from Ziegler Link-age Funds and LeadingAge CAST, released this month, confidence in AI's ability to improve operations more than doubled year over year. The share of respondents reporting "high confidence" rose from 4% in 2025 to 10% in 2026, and those with "substantial concerns" about their organization's AI abilities fell from 18% to 13%.
Competence tells a more sobering story. In that same survey, no respondent reported extensive AI capabilities across their organization, and only 8% rated their AI competence as "moderate." More than half, 55%, said they have teams or individuals with "reasonable" competence, while 38% described their capabilities as "basic" or "very limited."
The takeaway: the industry has moved past fear and into cautious experimentation, but real, organization-wide fluency is still rare. Most communities have a few capable people, not capable systems.
How Operators Are Actually Using AI
When operators do deploy AI, the use cases are surprisingly consistent. According to Argentum's State of Technology Adoption report, based on surveys of nearly 1,000 senior living operators, executives, and technology leaders, the most common applications are:
- Predictive analytics, used by roughly 70% of those deploying AI
- Staff efficiency tools
- Chatbots for resident and family interactions
- AI-based health monitoring
More than three-quarters of technology and C-suite executives said they believe AI will have a transformative and positive effect on the industry. So the optimism is real. It is the execution that lags.
The Barriers Are Money and Proof, Not Enthusiasm
Here is the finding operators will recognize immediately. The thing holding technology back is rarely a lack of interest. It is a lack of budget and a lack of proof.
In Argentum's research, 74% of respondents cited a lack of demonstrable return on investment as a top barrier to technology adoption, and 63% pointed to limited funding and resources. In the most recent CTO Hotline data, the top three barriers were shortages of people, time, and funding, at 49%, 46%, and 46%, respectively.
Read those together and a pattern emerges. Operators are not resisting technology. They are struggling to justify it, staff it, and find the time to implement it. When leaders in the Argentum study were asked to imagine receiving a $2 million technology grant, most described using it to establish core infrastructure rather than chasing flashy new tools. That is a telling instinct: the people closest to the problem want foundations, not features.
The Quiet Barrier Underneath All the Others
There is one barrier that shows up less often in headlines but explains many of the rest: data that does not connect.
The Argentum data found that a meaningful share of organizations lack common definitions of resident health and wellness, creating gaps in data quality and standardization. Aging-tech analyst Laurie Orlov named the same problem directly in her 2026 outlook, citing fragmented sources of data and a lack of common terminology as core obstacles to AI in senior care.
This is the finding worth sitting with, because it reframes the whole adoption question. A community can buy the best AI tool on the market, but if its data lives in disconnected systems that describe the same resident in different terms, the tool has nothing solid to work with. Interoperability, the ability of systems to share data cleanly, keeps surfacing in these reports as the priority operators most want from technology partners. The intelligence everyone is chasing depends on a connected, consistent data foundation most communities have not finished building.
Residents Are Warming Up Faster Than Expected
One myth the data quietly dismantles is that older adults reject technology.
AARP's most recent technology survey found that AI use among adults 50 and older has nearly doubled year over year, rising from 9% in 2023 to 18% in 2024 to 30% in 2025. A 2026 AARP Technology Trends survey found that 41% of people between 70 and 79, and 37% of those over 80, currently use or are interested in AI.
That said, skepticism is real and worth respecting. Senior Housing News has noted a widening gap between how fast the industry is adopting AI and how transparent it is being with residents about it, pointing out that senior living now adopts AI at a pace closer to healthcare while being regulated more like hospitality. The lesson for operators is not to slow down. It is to be transparent about where and how AI is used.
What This Means for Operators in 2026
Put the data together and a clear strategy emerges.
The technology investments paying off are the ones tied to measurable business outcomes, not feature lists. Leaders are increasingly evaluating technology through the lens of net operating income, favoring solutions that reduce administrative burden and improve staff productivity over novelty. That makes asking the right questions before buying AI more important than chasing the newest feature.
The foundation matters more than the frontier. Before a community can benefit from predictive AI, it needs clean, connected, consistently defined data. Operators who invest in that foundation first get more from every tool they add later.
And the human element is still the point. Every one of these reports, even the most tech-forward, lands on the same conclusion: technology's job is to give overstretched staff time and accuracy back, not to replace the human relationships at the center of care.
If you want to see how the Genesis Platform gives communities the connected, consistent data foundation these reports keep pointing to, take a look.
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Or if you would rather talk through where your own technology foundation stands today, request a discovery call and we will look at it together.
Sources: Ziegler Link-age Funds and LeadingAge CAST, Second Annual CTO Hotline Report, August 2026; Argentum, The State of Technology Adoption in Senior Living; AARP Technology Trends surveys, 2025 and 2026; Laurie Orlov, Aging and Health Technology Watch, 2026; LifeLoop 2026 trends analysis; Senior Housing News, June 2026.