kate-mors
Research Study · 2026

How Do You Actually Use AI at Work & in Life?

Ekaterina Ponomareva

Ekaterina Ponomareva

Frontend developer, Researcher

Building modern web architectures and analyzing generative intelligence workflows across creative and technical industries.

Generative AI tools have swiftly integrated into everyday workflows, yet the real reality of how professionals utilize them diverges substantially from marketing headlines.

To understand where the true leverage lies, this study investigates both the qualitative experiences through deep-dive personal interviews and quantitative survey findings across 22 industry respondents spanning design, engineering, healthcare, and strategic leadership.

From administrative grunt-work relief to high-friction core craft resistance, explore the complete breakdown below.

Arrow indicatorExplore Research & Infographic
Dynamic InfographicSurvey of 22 Industry Respondents

How Do You Actually Use AI at Work & in Life?

Quantitative benchmark and direct qualitative reflections aggregated from 22 professionals across creative design, tech engineering, operations, and leadership.

Key Survey Patterns

Cross-dimensional analysis of tool adoption, craft delegation, time value, search behavior, and personal routines.

Mindset & Cadence
59% Daily Active
59%Daily or Continuous Interaction

13 of 22 respondents have AI baked directly into daily routines (36% constantly throughout the day, 23% 1–3 times a day).

Relationship with Technology
36% Digital Native
32% Practical User
18% Early Adopter
14% Low-Tech/Pen
Core Craft vs Support Split
36% / 64% Divide
36%Core Craft/64%Support Only

Only 8 of 22 delegate actual core craft (due diligence, strategy, creative concepts), while 14 restrict AI purely to administrative and communicative tasks.

Top Core Craft (32%)
Diagnosis, Synthesis & Strategic Sparring
Top Support (64%)
Language Polishing & Meeting Transcripts
Regularly Opened AI Tools

4 Core Tool Ecosystems in Regular Rotation

68% Universal Primary
68% Universal Primary68%
Frontier General LLMs

The universal conversational default across all crafts. Used for rapid brainstorming, deep reasoning, and long-form synthesis.

Key Tools
ChatGPT (68%)Claude (41%)Google Gemini (36%)
55% Zero Context-Switching55%
Native Workplace Ecosystems

Embedded directly in collaboration software: meeting docs, internal wikis, spreadsheets, and custom team prompts.

Key Tools
Notion, Slack & Docs AI (55%)Custom GPTs & Projects (27%)
27% Interaction Shift27%
Audio, Dictation & Search

Friction-free voice dictation displacing keyboard typing, alongside conversational search engines with cited links.

Key Tools
Voice-to-Text & Audio (27%)Perplexity AI Search (14%)
14% Specialized Power14%
Specialized Code & Media

High-leverage specialized environments for autonomous code generation, vibe coding, and prompt-driven generative media.

Key Tools
Vibe Coding (Cursor, v0) (9%)Generative Media (Midjourney) (5%)
Top Consumer LLM: ChatGPT (68%) leads across all crafts as the everyday universal default.
Workplace AI: Integrated tools (Notion/Slack/Docs) captured 55% without extra context switching.
Deep Reasoning: Claude (41%) is the preferred choice for long-form synthesis, strategy & coding.
Value: Time vs Quality
50% Quality First
50%
Quality & Unblocking (0 Hours)

Half the cohort report AI doesn't shave clock hours, but breaks blank-page friction, solves tricky edge cases, and elevates quality.

1–3 hrs/wk: 27%4+ hrs/wk: 23%
Search Behavior Shift
59% Migrated
59%
Search Replaced or Migrated

32% use AI for synthesis and deep queries while reserving Google for links; 27% have shifted almost 100% of search to AI tools first.

Default to Google: 27% · Never: 14%
Autonomous Delegation
50% Market Intel
50%
Market & Web Intelligence

Deep competitor and web intel is the #1 task respondents would entrust to an autonomous agent, followed by admin housekeeping (36%).

27% do not trust autonomous agents yet
Everyday Personal Life Routines

4 Core Life Dimensions Outside of Work

68% Top Personal Use Case
68% Universal Default68%
Travel & Exploration

The single largest non-work AI application: drafting detailed vacation itineraries, packing checklists, and local spot curation.

Key Routines
Travel Itineraries (68%)Hiking & Outdoor Routes (14%)
55% Household Relief55%
Home Logistics & Care

Eliminating everyday domestic friction: sorting household bureaucracy, plant care diagnoses, pet routines, and meal triage.

Key Routines
Household Admin (36%)Plant & Garden Care (36%)Parenting & Kids (23%)Pet Care & Training (18%)Zero-Waste & Cooking (18%)
45% Sounding Board45%
Cognitive & Emotional Sparring

A private sounding board for gut-checking delicate interpersonal messages, untangling racing thoughts, or diving down curiosity rabbit holes.

Key Routines
Interpersonal Gut-Checks (32%)Curiosity Rabbit Holes (32%)Thought Untangling (27%)
41% Creative Outlets41%
Creative Play & Tinkering

Creative exploration separated from workplace deadlines: fiction writing, bedtime storytelling, hobby experiments, and weekend code builds.

Key Routines
Creative Storytelling (32%)Side Builds & Tinkering (27%)

What best describes your primary field or craft?

22 responses
Business Owner, Freelancer, Solopreneur
4/2218%
Operations, Management, Legal & HR
3/2214%
Wellness, Movement & Sport: Yoga, Pilates, Dance instructor, Personal trainer, Physio
2/229%
Content, Media & Marketing: Writing, Journalism, PR, Social media, Video/Audio production
2/229%
Manufacturing, Hardware & Engineering: Automotive, Packaging, Industrial Design, Supply Chain
2/229%
Education & Teaching: School teacher, University lecturer, Language tutor, Corporate trainer
2/229%
Project coordination/ event management
1/225%
Student, Academic, Researcher
1/225%
Design & Architecture: Product design, UX/UI, Graphic design, Architecture, Interior/Spatial design
1/225%
Finance (first time it hasn't made it to the list)
1/225%
Healthcare & Medicine: Doctors, Nurses, Pharmacists, Dentists
1/225%
Helping Professions: Psychologist, Counselor, Life/Career Coach
1/225%
Strategy implementation, settore Chimica
1/225%

How would you describe your relationship with technology in general?

22 responses
Comfortable digital native: I readily try new apps and workflows
8/2236%
Practical user: I adopt tools only when they clearly solve an immediate pain point
7/2232%
Early adopter: I love tinkering, testing cutting-edge tech, and setting up automations
4/2218%
Prefer low-tech, physical, or pen-and-paper whenever possible
3/2214%

How often do you interact with any AI tools across your day?

22 responses
Constantly throughout the day (baked into my daily workflow)
8/2236%
1 to 3 times a day
5/2223%
Occasionally (a couple of times a month)
4/2218%
A few times a week
4/2218%
Rarely or never
1/225%

Which tools do you regularly open or interact with?

22 responses
ChatGPT (OpenAI)
15/2268%
Integrated workplace tools (Notion AI, Slack AI, Gemini Docs)
12/2255%
Claude (Anthropic)
9/2241%
Google Gemini (web, Advanced, app)
8/2236%
Voice-to-text / Audio (Wispr Flow, AudioPen, Otter)
6/2227%
Custom configurations (Custom GPTs, Gems, Claude Projects)
6/2227%
Perplexity (AI search engine)
3/2214%
Vibe coding & dev tools (Cursor, Claude Code, v0, Bolt)
2/229%
Creative tools (Midjourney, Runway, Suno, ElevenLabs)
1/225%

Are you offloading actual 'core craft' tasks to AI, or mostly administrative/grunt work?

22 responses
50%
Core Craft + Support

11 out of 22 respondents

45%
Support / Admin Only (Never Core Craft)

10 out of 22 respondents

Core Craft Tasks Delegated to AI

Diagnosis, Synthesis & Clinical/Technical Due Diligence32%
Strategic Problem-Solving & Sparring32%
Conceptual & Creative Direction (visuals, layouts, campaigns)23%
Program, Session & Curriculum Design18%
Technical Engineering & Production (code, CAD, systems)5%
Recipe, Formulation & Flavor Development5%

Support & Administrative Chores Delegated

Language & Tone Polishing (proofreading, tone adjustments)64%
Everyday Client & Vendor Communications45%
Documentation & Session Notes (transcripts, summaries)45%
Admin & Routine Data Chores (spreadsheets, invoicing)27%
Regulatory, Compliance & Policy Paperwork18%

What is your workplace or client stance on AI?

22 responses
Fully approved and company provides paid access/licenses
11/2250%
Not applicable (independent, freelancer, solo business owner)
8/2236%
Don't ask, don't tell' (no formal policy, people just use it discreetly)
2/229%
Approved and encouraged, but we pay out of our own pocket (no company licenses)
1/225%

Realistically, how much time does AI save you each week?

22 responses
0 hours (doesn't save time, but improves quality or gets me unstuck)
11/2250%
1 to 3 hours
6/2227%
8+ hours (a full workday or more)
3/2214%
4 to 8 hours
2/229%

Where does AI help you in your personal life and everyday routines?

22 responses
Travel & Itineraries
15/2268%
Household Logistics & Life Bureaucracy
8/2236%
Gardening & Plant Care
8/2236%
Creative Writing & Storytelling
7/2232%
Deep Curiosity Rabbit Holes
7/2232%
Interpersonal Gut-Checks
7/2232%
Personal Side Builds & Tinkering
6/2227%
Thought Untangling & Journaling
6/2227%
Parenting & Kid Activities
5/2223%
Pet Care & Training
4/2218%
Zero-Waste & Upcycling
4/2218%
Pantry Cooking & Zero-Waste Meal Planning
3/2214%
Hiking, Cycling & Outdoor Routes
3/2214%
I only use AI for work, never personal
1/225%

Has an AI tool replaced Google Search for you?

22 responses
Yes, for complex questions, synthesis, and comparisons, but Google for local spots and quick links
7/2232%
Yes, almost 100% of my searches go to AI first
6/2227%
Occasionally, but I still default to traditional Google
6/2227%
No, never
3/2214%

What frustrates you most about today's AI models?

22 responses
Privacy & IP worries (confidentiality, data usage)
13/2259%
Hallucinations (inventing facts, quotes, code)
12/2255%
Sycophancy ('Yes-man' agreeing with bad ideas)
11/2250%
Visual 'sameness' / generic plastic aesthetic
9/2241%
Robotic tone & clichés ('delve', 'testament', etc.)
9/2241%
Poor judgment & shallow advice
8/2236%
Context drift (forgetting constraints mid-chat)
5/2223%

What was your single best 'Aha!' moment with AI?

22 responses

Blogging

Business Owner, Freelancer, Solopreneur

Extensive results made me choose better for my clients. I am able to make better decisions which actually work.

Content, Media & Marketing

The best most useful response I’ve had from AI is generating custom formulas for excel

Project coordination/ event management

I switch from Canva to chatgpt for making publicity & just describing it to chatgpt made it much faster to get a result.

Wellness, Movement & Sport

Advice about requesting 3 versions in the first prompt for what I'm looking for rather than only one.

Operations, Management, Legal & HR

Se non completo tutto non mi fa salvare e potrebbe farti perdere risposte parziali ma valiose

Manufacturing, Hardware & Engineering

And what was your biggest 'Never again, it's terrible at this' moment?

22 responses

Wardrobe analysis

Business Owner, Freelancer, Solopreneur

The unpaid versions are really repetitive. After a certain prompt they don’t get what I’m saying no matter how much description I provide. I don’t know about all paid versions. I use only a couple of them with paid subscription.

Content, Media & Marketing

So far not had such moments, may only the fact that the result for a flyer is not in a good printingquality…

Wellness, Movement & Sport

Trying to ask for a download able document with the information, requesting images

Operations, Management, Legal & HR

Finding relevant sources or citations

Student, Academic, Researcher

Drafting texts. It often takes longer to refine them than it does to write firsthand

Content, Media & Marketing

Have you tried 'Vibe Coding' (building apps/scripts in natural language)?

22 responses
No, I don't need to build software
12/2255%
Not yet, but I'm fascinated by it and plan to try
6/2227%
Yes, regularly. I build functional tools, scripts, or apps this way
2/229%
Yes, I tested it once or twice out of curiosity (e.g. built a simple landing page or calculator)
2/229%

What kinds of multi-step tasks would you actually delegate to an autonomous agent?

22 responses
Deep market / competitor intelligence synthesis across web
11/2250%
Continuous admin housekeeping (organizing, renaming invoices)
8/2236%
I don't trust agents with autonomous tasks yet
6/2227%
Building a working micro-app or internal tool from a prompt
4/2218%
Client / student intake triage (prep briefs)
4/2218%
Investigating codebase, tracking down bug, running tests
1/225%

How much autonomy are you willing to give an agent?

22 responses
Semi-autonomous: agent can search and propose plans, but must ask before editing files or running commands
14/2264%
Zero autonomy: show me the draft or suggested diff, I will review and execute manually
5/2223%
High autonomy: agent runs for 15-30 minutes, writes and tests code or gathers data, then presents the finished outcome
3/2214%