AMEE: why coordination cost can stop growing with headcount
In short: AMEE is the economics layer of our research. It explains why, when agents handle coordination and every action is checked before it commits, the cost of running a business shifts from people who grow with volume toward computing, which grows far more slowly. When that happens, the limit on growth moves from internal coordination to the market.
The question it answers: What happens to transaction costs and firm boundaries when coordination becomes algorithmic?
Four steps, in plain language.
| Step | In plain language |
|---|---|
| 1. The old rule | For about a century, economists have held that coordination inside a firm gets more expensive as it grows, which caps firm size and forces headcount to rise with volume. |
| 2. What changes | When agents coordinate and fixed rules verify, the extra cost of handling one more transaction moves toward compute cost instead of labour cost. |
| 3. The firm's boundary moves | Work that used to need a department, or an outside provider, can run inside a small team. |
| 4. The new limit | Growth is then limited by how fast the firm finds, wins and keeps customers. That is the AMEI layer. |
What the paper does not claim.
AMEE's comparison is an illustrative, parameter-driven model, not an audited benchmark. On this site we quote no percentage from it. The 3–100x range on our homepage is a modeled range under stated assumptions, not a measured client result.
Where it shows up.
The benefit model in the Operational Leverage Audit, the Savings calculator, and the note "Why headcount stopped being the constraint" on Research.
Autonomous Micro-Enterprise Economics (AMEE)
How to cite: Rajagopal, R. K. (2026). Autonomous Micro-Enterprise Economics (AMEE). Secular Labs AME Architecture Series. https://papers.ssrn.com/abstract=7360739
Frequently asked
Is this the same as cutting jobs?
No. The point is that new volume no longer needs proportional new headcount, and that the people a firm has spend less time on coordination.
Why is revenue per employee mentioned so often?
It is a simple public signal of the effect AMEE describes. On its own it is not a complete measure, as our research note on the metric explains.