Who this is for
The people who find demand, create demand, serve customers, and measure it. Four functions, eighteen occupations — the most exposed coherent slice of a 342-occupation dataset, and the one where the work most visibly moves rather than simply disappears.
This is a narrow claim on purpose. Every other occupation in the directory is measured and published with the same care, and is not what this product is built for.
Segments
The routine half of marketing work is being automated; the durable half is owning the system that now does it.
The queue-working half of sales is being automated; the durable half is owning the system that works the queue.
The routine queue is being automated away; what survives sits upstream of it — deciding what the agent handles, what it draws on, and where it hands over.
Value moves from producing the analysis to certifying it: knowing where the model fails, owning what the numbers mean, and catching output that is confidently wrong before it reaches a decision.
The routine layer is being automated; what survives is ownership of the judgement and the evidence — the part a model can produce but cannot be accountable for.