AI Compression is the reduction in cost and time required to perform an economic activity through artificial intelligence. It reaches software development, engineering, analysis, administration, support, documentation, planning, design, quality work and parts of customer interaction.
A cost reduction, though, is not a margin until someone fails to compete it away. If an activity becomes fifty percent cheaper, the benefit can land almost anywhere: with the company, with its customers through lower prices, with employees, with a competitor who never carried the old cost base, or with the platform that supplies the capability.
If engineering productivity doubles for every competitor at once, the result may be higher margins — or lower barriers to entry, or faster feature expectations, or lower prices, or some combination. Which one it is depends on the structure of the market, not on the technology.
Productivity improvement is not automatically competitive advantage.
The useful question is never how much can be saved. It is where the saving ends up, and what the company owns that lets it keep any of it.