From Autonomy Economics, the reference entry for the discipline
A conceptual field requires clear conditions under which its claims could fail. The claims set out in Autonomy Economics are directional and open to empirical evaluation. The framework should be revised where evidence develops in ways that contradict its core expectations. Because adoption of autonomous capability remains uneven across sectors, the tests below are framed conditionally. Each time window runs from the point at which autonomous capability becomes credibly deployed in commercially meaningful ways within a given sector, which comes before broad adoption. Credible deployment requires that autonomous capability has demonstrably changed how activity is carried forward, how interaction takes place, or how access to capability is structured in ways that are visible to clients, competitors, and markets within that sector. It does not depend on full substitution.
Revenue models built on HBP, HBI, or CSD provide a first test. This is a test of commercial-unit durability. If autonomous capability is credibly deployed in the ways described above, revenue models calibrated to HBP, HBI, or CSD should come under pressure. If firms in affected sectors continue to sustain those revenue models without redesign within one to two years of that threshold, and do so while margins hold or expand, the mechanism described in this paper would be weakened. The purpose of this window is to keep the test empirically usable while staying close enough to credible deployment for structural pressure to be assessed in a meaningful way. Continued durability without redesign beyond that window, under conditions where the underlying basis of the revenue model has demonstrably changed, would require the framework to be revised.
Firms that adopt autonomous capability without redesign provide a second test. This is a test of firm-level alignment and value reaccumulation. The claim is that firms adopting autonomous capability while keeping revenue models calibrated to HBP, HBI, or CSD should, over time, face growing difficulty in capturing value through those same structures. If firms across multiple sectors adopt autonomous capability, preserve those revenue models, and still expand margins without value reaccumulating in orchestration, verification, governance, absorption, or judgement, the Agentic Profit Paradox would be called into question. Short-term margin expansion driven mainly by labour reduction, without corresponding evidence of durable value reaccumulation in those layers, would not count as disconfirming evidence for the framework. This test can be observed at both firm and sector level through revenue composition, revenue model structure, and margin data within two to three years of credible deployment, since margin effects often take longer to appear in reported financials even when structural pressure is already building.
Patterns of value movement provide a third test. As autonomous throughput increases, value would be expected to concentrate in the layers that remain economically constraining once HBP, HBI, and CSD no longer organise the commercial model in the same way. If, in sectors where autonomous capability is credibly deployed, value does not accumulate towards orchestration, verification, governance, absorption, and judgement within three to five years of that threshold, the three laws set out in this paper would need to be reconsidered. This time window is longer than the first two because value reaccumulation in these layers involves organisational redesign, which tends to move more slowly than market repricing or client fee pressure. The absence of that pattern in a major sector where HBP-, HBI-, or CSD-dependent activity has demonstrably changed form would be a meaningful signal requiring assessment.
The field also has a scope condition. If HBP, HBI, or CSD remain fully durable in sectors where autonomous capability has been credibly deployed in commercially meaningful ways, without redesign and beyond the time windows set out above, the scope of Autonomy Economics may need to be narrowed to exclude those sectors.
These tests provide several ways to assess the claims of Autonomy Economics over time. The field allows for uneven movement across sectors and for more than one timeline. It does require that where activity is carried forward differently, interaction takes place differently, or access to capability is restructured in commercially meaningful ways, the economic structures built around the earlier form do not remain durable without redesign. Where that condition is not met within the time windows described above, the framework should be revised accordingly.
From section 11B of the foundation paper. HBP, HBI and CSD stand for human-bounded progression, human-bounded interaction and capability scarcity dependence, the three axes of exposure.