Please understand that while this may "seem" like a "simple" question, for most of us, there is no clear cut answer. Most of us could write a page or two on this with, "If you are doing --- a ### is better, but if you are doing *** then ^^^ is better" and still conclude with ### or ^^^ is going to be a compromise, so pick based on what you do the most unless *** is essential.
We own several tractors with different tread and I've run tractors for over 50 years and still go with a compromise in most cases.
Ag tires work best in soft dirt or mud. They are rougher on grass and will tear your ground up more.
Industrial tires work well on hard surfaces including dry dirt, have good puncture resistance, "generally" have stiffer sidewalls with less flex and do really well with heavy buckets of material. They will do "OK" in some mud, but tend to load up "tread clogged".
Turf work well on turf/grass and according to some in snow. They offer pretty good traction on hard surfaces and wear well. The sidewalls flex more. Grass/surface damage is minimal.
No one is being rude, just none of us is going to give you the same level of information you will find on some old, very long threads by a lot of knowledgeable people, some of which no longer participate.
Some very knowledgeable people will probably reply to this and may very well disagree with my assessments based on their experience, terrain, size of the tractor, type of soil... There really are no simple answers to this and for some of us, it would take an on site assessment and a LOT more information as to proposed uses.
