This is The Conviction Play. Automation and machine-performed work. One of the forces we underwrite against, and this is what it is and where it leads.

Work moves from people to software and machines. Whether the reason is a shortage of workers or the cost of employing them, the capital goes to the same place: systems that perform the work, and the decision layers that direct them.

The physical world reaches this one too. Compute is a physical plant. Power draw and cooling water are siting decisions before they are engineering ones.

Underneath it, the themes.

Software-Led Process Automation. Software that does office work, or removes the need for it. Workflow platforms, automation inside finance, human resources and customer service, and the systems that schedule and manage the workforce itself. No machines, no factory floor.

Intelligent Physical Automation. Machines that do physical work, sold to anyone who needs them rather than built for one industry. Vision systems that inspect, robots that move things and work alongside people, and autonomy in vehicles that never see a public road. Factories and warehouses first.

Algorithmic Decision Infrastructure. The layer that decides. Companies handing judgement calls, who gets credit, what to charge, what to stock, to systems that make them faster and, more valuably, the same way every time. The consistency is usually worth more than the speed.

Automation of Routine Human Labour. One sector at a time, and here the problem is not cost. It is that the people are not there to hire. Self-service in shops, autonomy on farms, administrative work lifted off clinical staff. This theme is a labour market rather than a technology, which is what separates it from the two before it.

We have written up Oracle, Microsoft, Accenture, AeroVironment and 2 others under this force. Each has a profile on the site saying what the business is and where the argument for it stops.

The whole map is on the site, with every theme written out and the companies we have covered under each one. It is free, with no email address and no paywall, at the conviction play dot com.

This is one of a series on the forces. The companies we judge exceptional have their own recordings, and everything we have made is collected at the conviction play dot com, under Listen.

A note before we finish. This episode is narrated by a synthetic voice, not by the author. This is a map of where capital is going. It is not a view on any share price, not a valuation, and not a recommendation to buy or sell anything. A force can be real and every company exposed to it still be a poor investment. The Conviction Play publishes general commentary for information only. It is not investment advice and it is not a personal recommendation. Capital is at risk, and the value of investments can fall as well as rise. The map is revised as the evidence changes, and this episode reflects it as it stood on the day it was made.

That was Automation and machine-performed work, from The Conviction Play. Thank you for listening.