Insights · Employment
Will AI replace experience?
Where the tool genuinely helps, where it falls short, and why judgment -- including around age discrimination -- is still the part no one can outsource.
Employment August 5, 2026
Will AI replace years of experience, or is there still a place for human judgment? It's one of the questions I'm asked most often right now, and it's easy to see why.
Graduates wonder whether there will be jobs. Parents wonder what the future looks like for their children. Employees worry AI can replace their experience, and employers are trying to work out what these tools actually mean for their organizations.
Every generation faces a version of this moment. When the typewriter disappeared, people adapted to computers. When fax machines became obsolete, new technology replaced them. AI feels like another one of those shifts — it's just moving faster than most people expected.
The answer isn't to ignore it, and it isn't to fear it. It's to understand it.
Where it helps
AI can be a genuinely useful tool. It has the potential to make legal information more accessible, and to reduce the time spent on routine tasks — which, done well, should make legal help more affordable for clients.
Where it doesn't
AI can simply be wrong. In legal work, accuracy isn't optional. Courts are already requiring lawyers to verify AI-generated citations, because these systems can invent cases that don't exist. The responsibility to read the case, verify the authority, and confirm every citation stays with the lawyer, not the tool.
That principle extends well beyond a courtroom. AI can help explain rights, help an employer understand its obligations, and help someone prepare for a difficult workplace conversation. It doesn't replace judgment about what to actually do with that information.
Where this shows up most: age
One place this conversation is becoming more common is age discrimination. More professionals — including people well into established careers — are starting to ask whether AI makes experience less valuable in the eyes of an employer.
California law already recognizes age discrimination, and understanding those protections — along with how information appears on a professional profile — is a reasonable thing to think about before it becomes a problem, not after.
Employers face a version of the same pressure from the other direction. Boards and leadership teams ask whether AI can reduce costs or reduce headcount, and managers are often caught between that expectation and the responsibility to lead people fairly.
Neither side of that question has a shortcut. Both deserve a considered answer, not a fearful one.
The short version
Every major technological shift has required people to adapt, and this one is no different. The goal isn't to resist the tool or assume it solves everything — it's to understand where it helps, where it falls short, and how to use it responsibly.
Be cautious. Don't be afraid.