The AI Compression Cycle: How AGI Will Reshape Every Industry

Every general-purpose technology compresses time. Electricity compressed the time between dusk and useful work. The internet compressed the time between question and answer. Artificial intelligence is compressing the time between intent and outcome — and the compression is happening across four sequential phases that every industry will pass through, whether the operators inside it are ready or not.

Phase one: Augmentation.

Existing workflows are accelerated. A lawyer drafts a contract in twenty minutes instead of two hours. A radiologist reviews ten times the scans. The work itself does not change; the speed and the cost structure do. Most industries are here today. The companies that win in this phase are those that adopt fastest and rebuild their pricing models around the new throughput rather than allowing margin to leak to clients who recognize the productivity gain before the firm does.

Phase two: Replacement.

Specific tasks are removed entirely. Customer service tickets resolved without human involvement. Financial reconciliations executed end-to-end. The labor cost of those tasksapproaches zero, and the businesses built around providing them collapse. Phase two is where the consulting industry, the back-office BPO industry, and the entry-level professional services firm begin to fracture. We are entering this phase now in finance and customer operations.

Phase three: Reconstruction.

Entire business models are rebuilt around what AI now makes economical. The traditional law firm is reconstructed as a software company that ships legal outcomes. The traditional bank is reconstructed as a network of automated capital flows with relationship managers attached at the edges. This phase requires deep capital reinvestment and a willingness to cannibalize the legacy revenue line. Most incumbents will not make it through. The successful operators in phase three are those who treat their existing business as the bridge to the new one rather than the thing they are protecting.

Phase four: Emergence.

New industries appear that could not have existed before.

The personalized longevity clinic that costs less than a gym membership. The on-demand engineering team that designs and ships physical products in days. The autonomous fund that allocates capital across thousands of micro-positions human portfolio managers could not track. Phase four is where the largest fortunes will be built — and the smallest number of operators will participate, because phase four requires a deep understanding of both what AI can now do and what humans still want from each other.

For operators reading this in 2026: The question is not whether your industry will pass through these four phases. It will. The question is which phase you are in, how quickly the next one is approaching, and whether you have the operational discipline and the capital to be the firm that emerges through the cycle rather than the one that gets compressed out of it.

That is the work we are built for at Oryx — partnering with operators who see the cycle coming, and building the systems and capital structures that let them participate in phase three and phase four rather than die in phase two.