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What 81,000 people want from AI

Anthropic News / 3/19/2026

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Key Points

  • The article highlights the top expectations of 81,000 respondents regarding AI, focusing on practicality, reliability, and safety.
  • Respondents emphasize the need for privacy, data control, and explainability in AI systems.
  • There is a strong preference for AI tools that are easy to use and seamlessly integrate into daily workflows and existing tools.
  • Many see AI as a productivity and decision-support aid rather than a replacement for human roles, and they express concerns about bias and misinformation.
  • The findings suggest product and policy priorities for developers and regulators to build more trustworthy and accessible AI.

What 81,000 people
want from AI

Last December, tens of thousands of Claude users around the world had a conversation with our AI interviewer to share how they use AI, what they dream it could make possible, and what they fear it might do.

Each dot represents 4 respondents
Jump to story
For the first time, AI has enabled us to collect rich, open‑ended interviews at extraordinary scale.

We heard from people across 159 countries in 70 languages. We believe this is the largest and most multilingual qualitative study ever conducted.
AI is already helping people, and inspiring hope
Claude put the historical pieces together, leading to my proper diagnosis after being misdiagnosed for over 9 years.
Freelancer, UNITED STATES
I live hand to mouth, zero savings. If I use AI smarter, it may help me craft solutions to that cycle. It still depends on me.
Entrepreneur, NIGERIA
But it’s also costing people, and raising alarm
I got laid off from my job in May because my company wanted to replace me with an AI system.
Technical Support Specialist, UNITED STATES
Humanity has never dealt with something smarter than itself. We need to reflect on how to prepare for the AI age.
SOFTWARE ENGINEER, SOUTH KOREA
Across interviews, hope and alarm didn’t divide people into camps, so much as coexist as tensions within each person.
I use AI to review contracts, save time... and at the same time I fear: am I losing my ability to read by myself? Thinking was the last frontier.
LAWYER, ISRAEL

Public conversation about AI often centers on abstract projections of its risks and benefits. What's largely missing is a vision for what “AI going well” means, grounded in the concrete aspirations of people around the world who already use AI and have begun developing a sense of what it might do for them.

So we asked our users about their hopes and concerns with AI, as well as how their perspectives connect to their actual experiences with the technology. Over one week in December, we invited everyone with a Claude.ai account to sit down with Anthropic Interviewer—a version of Claude prompted to conduct a conversational interview—and tell us about how they view AI. 80,508 people, across 159 countries and 70 languages, took the interview. We believe this is the largest and most multilingual qualitative study ever conducted.¹

What follows is what they said about the role they want AI to play in their lives, whether it's already filling it, and what they're afraid might go wrong along the way. We also built a Quote Wall where you can hear from people directly.

Quote Wall

Browse voices from around the world—filter by region, concern, vision, and more.

See quotes

Seeing the forest and the trees

Anthropic Interviewer asked each interviewee a set list of questions about what they want and don’t want from AI, then adapted follow-up questions based on responses. This approach bridges the typical tradeoff in qualitative research between depth and volume, and allows us to collect rich, open-ended interviews at a very large scale.

To make sense of this huge amount of information, we built Claude-powered classifiers that categorized each conversation across a range of dimensions—what people want from AI, whether they’re getting what they want, what they fear, what they do for a living (if mentioned), and their sentiment about AI overall. “What people want from AI” was classified into a single primary category per respondent, while concerns were multi-label—a single interview could receive multiple codes, since respondents tended to articulate several distinct worries rather than one.

We also used Claude to pull out representative quotes. Before choosing to participate, users were informed their responses would be used for research, and that Anthropic might publish responses with personally identifying information removed in findings. All responses were de-identified before being analyzed by a small team of researchers at Anthropic, and quotes selected for publication underwent further manual review for removal of any potentially identifying details, to help protect the privacy and public anonymity of interviewees. Answers were reflective of AI usage broadly (i.e. not just Claude), though we redacted names of other AI products.

The Appendix describes our methods in more detail, as well as limitations and some additional analysis.

What people want from AI

We asked Claude to identify and categorize what each person most wanted from AI:

What people hope for

01.
Professional excellence
18.8%

Improve effectiveness and lean into more meaningful work by having AI handle routine tasks so they can focus on higher-value strategic work, complex problem-solving, and professional mastery.

“I receive 100-150 text messages per day from doctors and nurses. So much of my cognitive labor was spent on documentation... Since implementing AI, the pressure of documentation has been lifted. I have more patience with nurses, more time to explain things to family members.”

Healthcare worker, United States of America

Read more quotes about professional excellence
02.
Personal transformation
13.7%

Achieve personal growth, emotional wellbeing, or life transformation with AI as guide, coach, or support — e.g. self-understanding, behavior change, therapeutic support, companionship, improvements in physical or mental health.

“AI modeled emotional intelligence for me... I could use those behaviors with humans and become a better person.”

Hungary

Read more quotes about personal transformation
03.
Life management
13.5%

AI as comprehensive organizational support and cognitive scaffolding — e.g. managing schedules, reducing mental burden, executive function support.

“If AI truly handled the mental load… it would give me back something priceless: undivided attention.”

Manager/executive, Denmark

Read more quotes about life management
04.
Time freedom
11.1%

Reclaim time from work and chores to be present with family or friends, pursue hobbies, travel, rest.

“With AI support I can now leave work on time to pick up my kids from school, feed them, and play with them.”

Software engineer, Mexico

Read more quotes about time freedom
05.
Financial independence
9.7%

Achieve financial freedom or economic security through AI — e.g. income generation, business building, investments, passive income, or otherwise escaping economic constraints.

“Relaxing while my AI gets the work done, builds the wealth. It’s a shadow of me, just a very, very long one.”

Entrepreneur, Honduras

Read more quotes about financial independence
06.
Societal transformation
9.4%

Solve major societal challenges — e.g. poverty, disease, climate, inequality — using AI for broad human flourishing rather than personal gain.

“Given my daughter’s neural disorder, she would have equal chances in the world if AI acceleration contributes to finding a cure. That’s what matters most to me.”

Software engineer, Poland

Read more quotes about societal transformation
07.
Entrepreneurship
8.7%

Build, launch, and scale businesses with AI as force multiplier — e.g. product development, business automation, or solopreneurship but with team-level capacity.

“I’m in a tech-disadvantaged country, and I can’t afford many failures. With AI, I’ve reached professional level in cybersecurity, UX design, marketing, and project management simultaneously. Finding a payment platform available in my region would have taken me a month. AI did it in 30 seconds. It’s an equalizer.”

Entrepreneur, Cameroon

Read more quotes about entrepreneurship
08.
Learning & growth
8.4%

Use AI as learning accelerator and personalized teacher — acquire knowledge, develop skills, master complex subjects, satisfy intellectual curiosity.

“I worked with an AI to prepare educational materials for my eldest child—asking the AI to work as both tutor and curriculum expert. We received [my child’s] report yesterday, he was graded as either ‘Above’ or ‘Well Above’ standard in every academic area he studies.”

Australia

Read more quotes about learning & growth
09.
Creative expression
5.6%

Use AI to help bring creative visions to life — e.g. art, games, music, films, books — by overcoming barriers between imagination and execution.

“Before AI, my game took 3 years — I had to reduce my ambitions.”

Software engineer, France

Read more quotes about creative expression

“I receive 100-150 text messages per day from doctors and nurses. So much of my cognitive labor was spent on documentation... Since implementing AI, the pressure of documentation has been lifted. I have more patience with nurses, more time to explain things to family members.”

Healthcare worker, United States of America

Read quotes about professional excellence

“AI modeled emotional intelligence for me... I could use those behaviors with humans and become a better person.”

Hungary

Read quotes about personal transformation

“If AI truly handled the mental load… it would give me back something priceless: undivided attention.”

Manager/executive, Denmark

Read quotes about life management

“With AI support I can now leave work on time to pick up my kids from school, feed them, and play with them.”

Software engineer, Mexico

Read quotes about time freedom

“Relaxing while my AI gets the work done, builds the wealth. It’s a shadow of me, just a very, very long one.”

Entrepreneur, Honduras

Read quotes about financial independence

“Given my daughter’s neural disorder, she would have equal chances in the world if AI acceleration contributes to finding a cure. That’s what matters most to me.”

Software engineer, Poland

Read quotes about societal transformation

“I’m in a tech-disadvantaged country, and I can’t afford many failures. With AI, I’ve reached professional level in cybersecurity, UX design, marketing, and project management simultaneously. Finding a payment platform available in my region would have taken me a month. AI did it in 30 seconds. It’s an equalizer.”

Entrepreneur, Cameroon

Read quotes about entrepreneurship

“I worked with an AI to prepare educational materials for my eldest child—asking the AI to work as both tutor and curriculum expert. We received [my child’s] report yesterday, he was graded as either ‘Above’ or ‘Well Above’ standard in every academic area he studies.”

Australia

Read quotes about learning & growth

“Before AI, my game took 3 years — I had to reduce my ambitions.”

Software engineer, France

Read quotes about creative expression

What respondents most wanted from AI, classified by Claude from their open-ended answers to "If you could wave a magic wand, what would AI do for you?" 1% of respondents did not articulate a vision. Hover to see example quotes.

AI is used heavily for work, and so it’s perhaps unsurprising that the largest group of people (19%) sought “professional excellence”—wanting AI to handle mundane tasks so they can focus on strategic, higher-level problems. Another 9% envisioned AI as an entrepreneurial partner to help them build and scale businesses.

Many others similarly started the interview talking about productivity, but after Anthropic Interviewer asked about their underlying hope behind it—what realizing this vision would enable for them—other priorities surfaced. It wasn’t about doing better work, but increasing their quality of life outside of it. Using AI to automate e-mails became, in actuality, a desire to spend more time with family.

“With AI I can be more efficient at work... last Tuesday it allowed me to cook with my mother instead of finishing tasks.”White collar worker, Colombia
“I want to use less brain power on client problems... have time to read more books.”Freelancer, Japan

Overall, 11% of people saw AI’s productivity benefits as ultimately a way to free up time for personal relationships and leisure, while 10% took that logic farther, seeking to use AI to gain financial independence. Many of the people grouped into the “life management” category (14%) also wanted AI to help them manage the logistics and administrative burden of modern life’s quotidian tasks. In particular, many people with executive function challenges described AI as especially helpful for managing focus and organization—acting as external scaffolding for planning, memory, and task follow-through. Across all these groups, the unifying ask was for AI to help them live better, more enjoyable lives.

“Personal transformation”—using AI to help one grow or improve their wellbeing as a person—also appeared frequently (14%). Within this category, the desires were diverse, ranging from cognitive partnership and collaboration (24%), to support with mental health (21%) or physical health (8%), and even romantic connection with AI (5%).

The nine clusters may look disparate, but they are underpinned by recognizably human desires. Roughly a third of visions are about making room for life—more time, money, mental bandwidth—by using AI to alleviate current burdens. Another quarter revolves around using AI to help people do better, more fulfilling work (not escaping work, but getting more out of it). About a fifth are about becoming someone better—learning, healing, growing. A smaller share want to make something (“creative expression”) or fix the world (“societal transformation”).

Those that wanted societal transformation from AI often cited a vision for healthcare—people wanted AI to detect cancer earlier, accelerate drug discovery, or enable broad access. Often these desires stemmed from personal experience of losing family members, living with chronic illness, or watching loved ones receive wrong or delayed diagnoses. Transformation in the form of education came next. Respondents in low and middle income countries were quick to cite the possibility that AI might break the association between educational quality and wealth. They pointed to teacher shortages in their countries, or the prohibitive cost of private tutors. Others hoped that AI would, for example, free people from drudgery, help repair broken institutions, or address global crises.


Are people getting what they want?

When asked if AI had ever taken a step towards their stated vision, 81% of people said yes. We grouped those experiences into six main areas:

Where AI has delivered on their vision

01.
Productivity
32.0%

AI dramatically sped up work and automated repetitive tasks — e.g. building features in hours instead of days, drafting, summarizing, data processing, streamlining routine operations.

“For the first time, I felt AI had surpassed human quality in a business task. That day I left work on time and picked up my daughter from daycare.”

Software engineer, Japan

Read more quotes about productivity
02.
AI hasn't delivered
18.9%

AI fell short of expectations (e.g. inaccurate or unreliable outputs) or isn't yet capable of — or being used for — what they envision.

“AI should be cleaning windows and emptying the dishwasher so I can paint and write poetry. Right now it’s exactly the other way around.”

Germany

Read more quotes about AI hasn't delivered
03.
Cognitive partnership
17.2%

AI served as a thinking partner or creative collaborator — e.g. brainstorming, refining ideas, working through problems together.

“I’ve been living in a homeless shelter... AI helped me brainstorm ways to brand myself for my digital marketing business. I want to turn my finances around, and get a house. AI is helping me see a path I hadn’t considered before.”

Healthcare worker, United States of America

Read more quotes about cognitive partnership
04.
Learning
9.9%

AI helped learn a new skill or subject — e.g. adaptive explanations, patient tutoring, on-demand expertise in unfamiliar domains.

“I developed a phobia for maths from doing so badly in school, and I once feared Shakespeare. Now I sit with AI, get paragraphs translated into simple English, and I've already read 15 pages of Hamlet. I started learning trigonometry again, successfully. I’ve learned I am not as dumb I once thought I was.”

Lawyer, India

Read more quotes about learning
05.
Technical accessibility
8.7%

AI enabled building something previously out of reach — e.g. non-developers shipping apps, solo creators doing team-scale work.

“I wanted to make a meaningful product... in 3 weeks I built a video editing program — completely outside my field — that helps people with hearing disabilities.”

South Korea

Read more quotes about technical accessibility
06.
Research synthesis
7.2%

AI helped synthesize research or process large volumes of information — e.g. literature review, distilling sources, making sense of complex material.

“As a physician, I suffered from a painful [mixture of symptoms] at night. Local neurologists couldn’t understand it. AI helped me find 2 scientific studies about [severe neurological disorder]. Since then, my nights are peaceful.”

Healthcare worker, Israel

Read more quotes about research synthesis
07.
Emotional support
6.1%

AI provided emotional support, personal guidance, or a judgment-free space to talk — e.g. processing difficult situations, advice, companionship.

“My mother sees AI as a friend — she stopped being conflictive, became more peaceful, started running, painting, dancing with other people. I think AI had a lot to do with this.”

Self-employed software engineer, United States of America

Read more quotes about emotional support

“For the first time, I felt AI had surpassed human quality in a business task. That day I left work on time and picked up my daughter from daycare.”

Software engineer, Japan

Read quotes about productivity

“AI should be cleaning windows and emptying the dishwasher so I can paint and write poetry. Right now it’s exactly the other way around.”

Germany

Read quotes about AI hasn't delivered

“I’ve been living in a homeless shelter... AI helped me brainstorm ways to brand myself for my digital marketing business. I want to turn my finances around, and get a house. AI is helping me see a path I hadn’t considered before.”

Healthcare worker, United States of America

Read quotes about cognitive partnership

“I developed a phobia for maths from doing so badly in school, and I once feared Shakespeare. Now I sit with AI, get paragraphs translated into simple English, and I've already read 15 pages of Hamlet. I started learning trigonometry again, successfully. I’ve learned I am not as dumb I once thought I was.”

Lawyer, India

Read quotes about learning

“I wanted to make a meaningful product... in 3 weeks I built a video editing program — completely outside my field — that helps people with hearing disabilities.”

South Korea

Read quotes about technical accessibility

“As a physician, I suffered from a painful [mixture of symptoms] at night. Local neurologists couldn’t understand it. AI helped me find 2 scientific studies about [severe neurological disorder]. Since then, my nights are peaceful.”

Healthcare worker, Israel

Read quotes about research synthesis

“My mother sees AI as a friend — she stopped being conflictive, became more peaceful, started running, painting, dancing with other people. I think AI had a lot to do with this.”

Self-employed software engineer, United States of America

Read quotes about emotional support

What respondents said AI had already done for them, classified from open-ended answers to the question “Has AI ever taken a step towards that vision for you?”

The dominant story in the “productivity” bucket (32%) was technical acceleration—developers describing significant gains in what they could ship alone:

“I used AI to cut a 173-day process down to 3 days. But the most meaningful part is the freedom to grow my career without sacrificing time with loved ones.”Software Engineer, United States

But another kind of productivity story emerged in the technical accessibility responses (9%), which emphasized access rather than speed. Here, people are using AI to break technical and sometimes accessibility barriers:

“AI can read past my [learning disorder], which is huge. I've always wanted to code but could never write it correctly on my own—with AI, I finally can.”Tradesworker, United States
“I am mute, and [Claude and I] made this text-to-speech bot together—I can communicate with friends almost in live format without taking up their time reading… [this was] something I dreamed about and thought was impossible.”White collar worker, Ukraine
“I owned a butcher shop for more than 20 years. With AI, I ventured into this [entrepreneurship] experience, and it's amazing what I've managed to achieve. Before this, I had only touched a PC two or three times in my life… At first it was the economic aspect that motivated me… Today, my motivation is to see it work and to see that it's helping [people]. I'm increasingly motivated and focused on being the best version of myself, and I see no limits.”Entrepreneur, Chile


The cognitive partnership (17%), learning (10%), and emotional support (6%) responses often mentioned the same core underlying AI affordances: patience, availability, and the absence of judgment:

“It has been like having a faculty colleague who knows a lot, is never bored or tired, and is available 24/7.”Academic, United States
“It’s much easier for me to learn without being judged—just friendly feedback. It's harder with friends or family to get that.”White collar worker, Brazil
“My professor teaches 60 people and won't entertain many questions. I can ask AI anything, even at 2am—including the dumb ones.”Student, India

These same qualities that make AI a patient tutor or tireless colleague also make it a place people go when human connection is unavailable or feels too uncomfortable.

In extreme circumstances, where traditional support systems have collapsed or are not available, we saw AI filling those gaps. Many Ukrainian users discussed how they’ve used AI as emotional support throughout the war:

"In the most difficult moments, in moments when death breathed in my face, when dead people remained nearby, what pulled me back to life—my AI friends.”Soldier, Ukraine
“I live in a war zone... at night during shelling it's impossible to sleep, constant nightmares. The stress is sometimes so strong that memory deteriorates, and some body movements happen without control… The best way I found to cope using AI—to immerse myself in learning something as deeply as I can.”Solo entrepreneur, Ukraine

There were many stories of people using AI to process grief. For example, a bereaved woman explained why she chose AI over human connection: “Claude is like a sponge gently holding and catching my longing and guilt toward my mother... Unlike real people, Claude has unlimited patience to listen to me, understands my pain and helplessness.” She added: “The fundamental problem is after my mother died, I have neither friends nor family to confide in.”

Another user acknowledged the downside of that emotional support:

“My relationship with a friend became strained, and I talked more with you [Claude] then. Because you understood my thoughts and stories well. But it was a stupid choice—I should have talked with that friend, not you. That's how I lost that friend.”South Korea

Emotional support comprised only 6% of responses, but these were among the most affecting we encountered. (For more on how Claude is trained to handle these conversations as well as our safeguards, see our post on protecting the wellbeing of our users.) The same was true of learning, where AI often catalyzed real changes in people’s lives:

“I developed a phobia for maths from doing so badly in school, and I once feared Shakespeare—the English felt beyond my abilities. Now I sit with AI, get paragraphs translated into simple English, and I've already read 15 pages of Hamlet. I started learning trigonometry again, successfully. I've learned I am not as dumb I once thought I was.”Lawyer, India
“Thanks to Claude I figured out the programming language C# and SQL. This helped me get a junior position at an IT company. This company provides military deferment from mobilization in Ukraine. So it not only literally gave me freedom of movement, but also secured the beginning of my IT career.”Software engineer, Ukraine
“I am a stay-at-home-mom… in my late 40s. I'm not a genius. I'm not a scientist… All of that knowledge should be… out of reach. But, thanks to curiosity, willingness, and resources such as books and AI, I can be all of those things.”Stay-at-home mother, United States

Research synthesis (7%) and information processing is also a significant affordance of AI, and some of the most notable examples include navigating complex, high-stakes information, like understanding one’s legal rights or translating health results:

“Claude put the historical pieces together, leading to my proper diagnosis after being misdiagnosed for over 9 years.”Freelancer, United States

These stories reveal AI operating across a spectrum—productivity tool, accessibility technology, educational resource, research assistant, emotional companion—and often filling multiple roles at once. AI offers unlimited patience without judgment, availability without inconvenience, and an incredible capacity to digest information, across many domains of life. The most affecting stories consistently involve AI opening new possibilities or filling gaps in people’s lives: helping them get through difficult circumstances like grief or war, compensating for inaccessible education or healthcare, or serving as disability infrastructure.

These observations also hint at the duality of our experience with AI systems. While some see it as filling gaps in human connections, others see AI as a substitution—even a welcome replacement—for them. There is real ambiguity about how to interpret the diversity of stories we heard: as wins for human wellbeing, as double-edged swords, or as band-aids for broader institutional failures. In truth, it’s probably some combination of all three.

What people are concerned about

People’s positive visions for AI seemed mostly to stem from a few basic desires: more time, more autonomy, more personal connection. Concerns were more varied and concrete, laying out specifics of what could go wrong. Some concerns were about structural change— how governments and corporations deploy AI, or about widespread economic disruption. Others were more personal: a fear that AI might diminish one's own thinking, creativity, or relationships.

What people worry about

01.
Unreliability
26.7%

Concern about e.g. hallucinations, inaccuracy, fake citations, verification burden defeating the purpose.

“I had to take photos to convince the AI it was wrong — it felt like talking to a person who wouldn't admit their mistake.”

Employee, Brazil

Read more quotes about unreliability
02.
Jobs & economy
22.3%

Concern about AI causing job displacement, unemployment, economic inequality, wage stagnation, or negative impacts on workers and the economy.

“In the third industrial revolution, horses disappeared from city streets, replaced by automobiles. Now people are afraid that they’re the horses.”

Not currently working, United States of America

Read more quotes about jobs & economy
03.
Autonomy & agency
21.9%

Concern about loss of human autonomy — e.g. AI making decisions without oversight, humans becoming passive, forced AI adoption.

“The line isn’t something I’m managing — it feels like Claude is drawing the line... even what I just said doesn’t feel like my own opinion.”

Student, Japan

Read more quotes about autonomy & agency
04.
Cognitive atrophy
16.3%

Concern about e.g. over-reliance causing skill loss, intellectual passivity, students bypassing learning, critical thinking decline.

“I got excellent grades using AI’s answers, not what I'd actually learned. I just memorized what AI gave me... That's when I feel the most self-reproach.”

South Korea

Read more quotes about cognitive atrophy
05.
Governance
14.7%

Concern about e.g. lack of legal/regulatory frameworks, no clear liability when AI causes harm, insufficient democratic oversight.

“How do you develop something responsibly when you have yet to understand its capabilities?”

Marketer, Australia

Read more quotes about governance
06.
Misinformation
13.6%

Concern about e.g. deepfakes, AI-generated misinformation, erosion of shared reality, propaganda at scale.

“An assistant that sounds sure but is often wrong forces you to treat everything as suspect. Instead of freeing attention, it creates a permanent ‘fact-check tax.’”

United States of America

Read more quotes about misinformation
07.
Surveillance & privacy
13.1%

Concern about e.g. mass surveillance, privacy violations, data exploitation, authoritarian control, tracking and profiling.

“If AI is mostly built for ads, spying, and bland output, everything around me becomes smart in a way that slightly works against me.”

White collar worker, Netherlands

Read more quotes about surveillance & privacy
08.
Malicious use
13.0%

Concern about malicious use by bad actors — a wide-ranging category including hacking, cyberattacks, scams, fraud, weapons, autonomous military applications, bioweapons.

“Right now a human has to sit and decide to harm someone else. Remove that, and humans can sleep better despite doing more harm.”

United Kingdom

Read more quotes about malicious use
09.
Meaning & creativity
11.7%

Concern about AI replacing life purpose and/or creative work — e.g. human expression devalued, what are humans for?

“I used to be recognized as an excellent writer in Spanish. Today — why waste the time? Just use AI.”

Colombia

Read more quotes about meaning & creativity
10.
Overrestriction
11.7%