About Wattalife
A research site about the careers AI is changing — written one profession at a time.
Wattalife publishes independent reports on how artificial intelligence is reshaping specific professions — bookkeepers, paralegals, copywriters, medical coders, and the long list of roles that come next. Each report is built from primary labor data, hands-on testing of the AI tools doing the reshaping, and the perspectives of the people actually working in the role today.
Why this site exists.
Most career content about AI sits at one of two extremes. On one side, doom: lists of jobs about to vanish, written by people who don’t work in those jobs. On the other, hype: cheerful pieces telling everyone to “embrace AI” with no specifics about what that actually means for someone whose role is being quietly automated away inside the software they already use.
Both miss what people in those professions are actually asking. They aren’t asking whether AI is coming — they can already see it is. They’re asking what’s actually being automated in my role, what isn’t, and what should I do about it before this changes underneath me.
Wattalife answers those questions one profession at a time. Slowly, with sources, and without manufactured urgency.
About the researcher.
Wattalife is researched and written by Ellery Capobianco, based in the United States.
Ellery spent two years working as an AI trainer — the kind of contracted, NDA-bound, task-based work that helps shape how today’s models respond, reason, and fail. That experience covered multiple types of training work and gave a close-up view of where AI systems are genuinely capable, where they confidently produce nonsense, and where the gap between marketing claims and actual behavior is widest. It is also why every Wattalife report tests the tools instead of trusting the press releases.
Ellery is also a former QuickBooks Certified ProAdvisor. The certification, granted by Intuit after a multi-hour exam covering QuickBooks Online inside-out, means the AI features now reshaping bookkeeping work — Intuit Assist, native AI categorization, AP automation — are being analyzed from inside the platform, not from press releases. It’s also why the first profession Wattalife covered in depth was bookkeeping.
Before that came a decade in internal audit. Internal audit is essentially the discipline of looking at a process and asking does this actually do what it claims to do, and where will it break — which turns out to be the same question worth asking about an AI tool that promises to replace someone’s job. The same role involved supporting accounting systems, troubleshooting workflow issues, and helping organizations hire accounting personnel as their structures changed. That meant a hands-on view of how finance and accounting roles are scoped, staffed, and reshaped when systems shift underneath them.
Eighteen years of independent work followed — spanning real estate marketing, virtual assistance, research support for an early-stage real estate brokerage, and research for startup investors. Different industries, the same underlying skill: figuring out what’s actually true about a market, a process, or a role, and explaining it clearly to someone who needs to act on it. It also meant living through several cycles of technology reshaping how independent professionals work, which is exactly the kind of shift Wattalife now reports on.
Wattalife brings those threads together. The trainer’s view of how AI systems actually behave. The auditor’s instinct to verify a claim before repeating it. The freelancer’s lived experience of work being reshaped by new tools every few years. And a long-running interest in investigative reporting — the kind of journalism that takes a question seriously, follows the evidence, and lands somewhere honest.
How reports are made.
Every Wattalife report combines three layers of evidence. Primary labor data from the U.S. Bureau of Labor Statistics, OECD employment studies, the World Economic Forum Future of Jobs Report, McKinsey Global Institute, and Goldman Sachs labor research — all linked directly so readers can verify. Hands-on testing of the AI tools reshaping the profession in question, with screenshots and specific examples instead of vendor talking points. The perspectives of the people doing the work, through interviews where possible or careful synthesis of public industry discussions where not.
Sources, methodology, and editorial standards are linked at the top of every report. Readers can find the full standards in Wattalife’s editorial guidelines.
What Wattalife is not.
Wattalife is not a career coaching service, a recruiting business, or an advice column. Reports describe what’s happening in specific careers and what working professionals are doing in response — they don’t tell readers what to do with their own situations, because no honest researcher can do that without knowing the person.
Nothing on this site is financial, legal, tax, or career advice. Reports are research and reporting; readers are responsible for their own decisions and should consult licensed professionals for guidance on their personal situations.
Wattalife also does not publish sponsored content, paid placements, or vendor-funded reports. Some links to tools and courses are affiliate links — meaning Wattalife may earn a small commission if a reader signs up — but affiliate relationships never determine which tools are recommended or how they are evaluated.
If you work in a profession we should research, please get in touch.
Wattalife reports are stronger when they include the perspectives of the people actually doing the work. If you’re a bookkeeper, paralegal, copywriter, medical coder, designer, translator, customer service rep, or anyone else watching AI reshape your day-to-day — even a 20-minute conversation about what you’re seeing makes the next report more honest.
Reader stories shape future reports. Quotes are first-name only unless you ask otherwise.