Gosh, that is expensive software!
Gosh, that is expensive software!
Some applications (control systems, etc.) have no users the traditional sense.
Internal tools used by a dozen or a couple dozen AI engineers/Data Scientists, the models they output used by millions. It's totally worth keeping 5-10 person engineering team to create better and stronger tools that make upgrading and deploying new models easier and faster
I've worked in AI/ML for a long time, and I can tell you that in all but the rarest of exceptions nobody has sat down and done the math to really determine if that value is there. In my experience, most cases it's not.
I've seen teams like you describe and then asked them "what's the difference in value between what our model does today and the theoretical optimum"? The answer, which nobody liked, was fractions of a penny per user. That means if the team achieved perfection it wouldn't really matter in practice.
We're going to see a lot of the AI/ML teams disappear as companies are forced to focus on determining the real value add being provided.
To tie that back to your comment -- imagine its for a team of 40 users but the company would ideally like them to be a team of 400 users. Yet because of the software being created, those 40 people are doing the work of 400.
You can extend that line of thinking pretty far -- and going down that line of thought is when I realized how valuable programming is. When you build the right things you are literally creating value with everything you ship, and it adds up over time.
Definitely. A cheap computer can outperform a billion humans at certain types of tasks. One must merely find the right tasks for the computer in order to exact unfathomable value. AI is going to expand the problem domains that computers can compete in by several orders of magnitude. The era of SPUs (Single Person Unicorn) companies is near.
I mean the extreme case is a developer writing scripts they only use themselves, which would be a 1:1 ratio.
Anyone who produces direct output to a small group of people is expensive in a similar way.