For twenty years, the answer to a big piece of work was more people. That answer is now wrong, and the businesses that notice first will get better work for less money. Here is what actually changed.
The traditional agency model exists for a good reason. A serious project used to need a lot of different hands: a strategist, a couple of specialists, some junior people to do the volume, a project manager to hold it together, an account manager to talk to the client. No single person could hold all of that, so you hired a team, and the team came with an overhead you paid for whether or not it added anything.
Most of that team was never really about capability. It was about capacity. You did not need fifteen brilliant minds, you needed fifteen pairs of hands to get through the sheer volume of the work in a reasonable time. The strategy might come from one or two senior people. The rest was execution.
AI did not replace the thinking. It replaced the volume.
This is the part people get wrong in both directions. The pessimists think AI replaces the senior judgement. It does not, and it will not soon. The optimists think it replaces everything. It does not do that either. What it replaces, right now, is the volume work that used to require all those junior hands.
Research that took a team a week takes an afternoon. First drafts that took days take minutes. Prototypes, tests, variations, the repetitive middle of almost every project, all of it compresses. The senior thinking still has to happen. The difference is that the senior person can now do the volume too, because the volume no longer takes human time.
The team of fifteen was never fifteen brains. It was two brains and thirteen pairs of hands. AI is the thirteen pairs of hands.
What that changes for the person paying
When one senior practitioner can do what a team used to do, three things change, and all three are in your favour.
- Fewer handoffs, so less gets lost. Every time work passes from one person to another, something in the intent leaks out. A single practitioner holding the whole project means what you agreed at the start is what gets built at the end.
- No diluted seniority. In the agency model you buy a senior day rate and often get junior delivery. With one senior person doing the work, the person who understood your problem is the person solving it. Every hour is senior.
- Speed, because there is no committee. A project moves at the pace of one focused mind, not at the pace of five calendars trying to align. Decisions happen in the moment instead of in next Tuesday's stand-up.
Where the old model still wins
I am not going to pretend one person can do everything. Genuinely enormous programmes of work, running across many years and many departments, still need a large organisation to carry them. If you are rolling out a new core system across a multinational, you do not want one person, however leveraged.
But that is not most work. Most valuable projects sit in the range where a senior practitioner with AI leverage is now the better option: big enough to matter, focused enough that one person can hold the whole of it in their head. That is exactly the range I work in, and it is a range that barely existed as a viable option two years ago.
How to tell which you need
The honest test is whether the work needs many kinds of deep specialism at once, or one kind of judgement applied well. If it is genuinely the former, hire the team. If it is the latter, and most implementation work is, then paying for a team means paying for coordination you do not need.
The businesses that will do best over the next few years are the ones that stop equating "serious project" with "big team". The seriousness is in the judgement. The volume is now cheap. Pay for the first and let AI handle the second.
Peter FraherAI implementation for UK businesses. One senior person, founder-led.