But the job had better take fewer people, or the automation is not justified.
There's also a tradeoff between automation flexibility and cost. If you need an LLM for each transaction, your costs will be much higher than if some simple CRUD server does it.
Here's a nice example from a more physical business - sandwich making.
Start with the Nala Sandwich Bot.[1] This is a single robot arm emulating a human making sandwiches. Humans have to do all the prep, and all the cleaning. It's slow, maybe one sandwich per minute. If they have any commercial installations, they're not showing them. This is cool, but ineffective.
Next is a Raptor/JLS robotic sandwich assembly line.[2] This is a dozen robots and many conveyors assembling sandwiches. It's reasonably fast, at 100 sandwiches per minute. This system could be reconfigured to make a variety of sandwich-format food products, but it would take a fair amount of downtime and adjustment. Not new robots, just different tooling. Everything is stainless steel or food grade plastic, so it can be routinely hosed down with hot soapy water. This is modern automation. Quite practical and in wide use.
Finally, there's the Weber automated sandwich line.[3] Now this is classic single-purpose automation, like 1950s Detroit engine lines. There are barely any robots at all; it's all special purpose hardware. You get 600 or more sandwiches per minute. Not only is everything stainless or food-grade plastic, it has a built-in self cleaning system so it can clean itself. Staff is minimal. But changing to a product with a slightly different form factor requires major modifications and skills not normally present in the plant. Only useful if you have a market for several hundred identical sandwiches per minute.
These three examples show why automation hasn't taken over. To get the most economical production, you need extreme product standardization. Sometimes you can get this. There are food plants which turn out Oreos or Twinkies in vast quantities at low cost with consistent quality. But if you want product variations, productivity goes way, way down.
[1] https://nalarobotics.com/sandwich.html