Software, AI and the Changing Shape of Digital Jobs
Running a 20-to-30 person creative and technical team through this shift has been the most interesting part of the last two years. Not because jobs are disappearing — in our case, none have — but because what each role actually spends its day doing has moved, sometimes a lot. Here's what that's looked like from the inside.
Developers: from writing every line to directing and reviewing
Our app development team still writes plenty of code by hand, but a growing share of the boilerplate — scaffolding a new CRUD screen, writing a first pass of test cases, converting a design into markup — now starts as AI output that a developer reviews, corrects and integrates. The skill that matters more now is knowing when the generated code is subtly wrong, which means our best developers are the ones who understood the fundamentals deeply before AI tools existed, not less.
Designers: taste and prompting over pure production
Producing five layout options used to take a day. Now it takes an hour, and the designer's real job has shifted toward curating and refining rather than producing from a blank canvas every time. The designers thriving in this shift are the ones with strong taste and a clear point of view — they can tell instantly which AI-generated option is actually good and which just looks good for two seconds.
Marketers and analysts: less manual reporting, more interpretation
A junior marketer's week used to include hours of pulling numbers into spreadsheets. AI tooling has mostly absorbed that. What's left — and what we now hire and train for specifically — is the ability to look at the AI-generated summary and ask "does this actually make sense, and what should we do about it." That's a higher-level skill than the reporting it replaced, not a lower one.
New roles we didn't have three years ago
We've created something close to an "AI quality" function internally — someone whose job includes checking AI-assisted output (copy, code, creative, reports) before it reaches a client, and refining our internal prompts and workflows so the next output needs less fixing. It's not a big team, but it's a role that simply didn't exist when we started the agency.
What we actually look for when hiring now
Less emphasis on "can you produce X quickly" — AI tools have narrowed that gap between a junior and a senior. More emphasis on judgment: can you tell good work from work that merely looks good, can you catch an error an AI tool would confidently miss, can you make a call when the brief is ambiguous. Those are the skills that don't get automated, and they're exactly what we screen for in interviews now.
The honest bottom line
Nobody on our team lost their job to AI. Several people's jobs changed shape — less repetitive execution, more judgment and direction. If you're earlier in a marketing, design or development career reading this: get very good at the parts of the job that require taste, judgment and understanding of your market. Those are the parts that are becoming more valuable, not less.