If you want to see the effect of an apodization filter, shoot with a similar (non-apodization filter equipped) lens and do 'depth-of-field' stacking. Take multiple exposures at various apertures (compensating with a corresponding shutter time to keep exposure constant) and then combine the images.
Whether a specific lens with an apodization filter has very much light falloff in the corners and at the edges is pretty much the same as it is for any other lens - it all depends on the design of the lens. 100mm lenses don't typically have much light falloff (compared to wide aperture wide angle lenses).
What will change is that the total light transmission of the lens will be less. Even though the entrance pupil size wide open is f/2.8, the neutral density of the apodization filter gives it a transmission of only T5.6. The aperture settings on the lens are marked in T-stops, rather than f-stops.
In the case of the FE 100mm F2.8 STF GM OSS, the lens shows less than two-thirds stop vignetting at T5.6, and that stays fairly constant all of the way to T22. It's probably not enough for you to notice, but in certain situations it might be.
At T5.6 the Sony lens has roughly half the light falloff demonstrated by the (long discontinued) Canon EF 135mm f/2.8 Soft Focus lens set at f/2.8. The Sony lens also does not experience a reduction in sharpness at the center or edges like most older soft focus designs.
Compare that to more regular 100-135mm lenses set at f/2.8: vignetting is usually around one-half stop as well (Zeiss Makro-Planar T 100mm f/2 ZE, Canon EF 135mm f/2, etc.).
If you base it on light transmission, though, the more traditional lenses demonstrate much less vignetting at f/5.6 than the Sony lens does at T5.6.
So the real question is more along the lines of why would one consider such a lens for landscape work where greater depth of field is usually desired, bright edges of out of focus highlights are not usually a concern, and image stabilization is irrelevant when shooting from a tripod? At T5.6 the Sony FE 100mm F2.8 STF GM OSS will provide the shallower depth of field of a more traditional lens set at f/2.8 while only giving the light transmission of a traditional lens set at f/5-5.6. The whole point of the apodization filter is to eliminate bright edges in the bokeh of out of focus highlights. But in landscape photography the goal is typically to not have anything out of focus to begin with.
This lens is designed for shooting portraits handheld at relatively close distances (compared to shooting landscapes with a 100mm lens) and being able to get slightly more depth of field in focus while still rendering very soft and smooth bokeh in out of focus areas. The apodization filter and the IS add to the cost of the lens in order to provide those characteristics desired in such a portrait lens. Neither really adds much of anything to a lens used for landscape photos.
On the other side of the equation, you will see slightly more vignetting with the Sony 100mm than with other more traditional lenses at narrower apertures. The other lenses in the comparison above show very little vignetting at f/5.6 and beyond. The Sony 100mm maintains the same amount of vignetting all the way to T22.
From comments by the OP:
Let's say I shoot a landscape with this and the exact same landscape with the 70-200 f4 (comparable price) at 100mm. What would the difference there be? If there's no major difference then for me I'd prefer to have this one for its other functions. Where you say "Why would you consider it?" I think "Is there a reason not to use it in X situation?"
Your initial post does not really mention any other uses other than for landscape photography.
The biggest difference is that the lens in question effectively has a 2 stop ND filter built in. You'll get most of the out-of-focus blur of f/2.8 while only getting the exposure of f/5.6. You'll also get more vignetting at very narrow apertures than with a typical 100mm f/2.8 lens without the apodization filter.
Of course a 70-200mm f/4 zoom will typically cost more than a 100mm f/2.8 with similar optical quality. There are plenty of 90-100mm f/2.8 macro lenses with similar optical image quality that don't cost as much as the Sony FE 100mm F2.8 STF GM OSS. So in the comparison in your comment you're either paying extra for features not applicable to you, or you're paying extra for zoom when either are compared to a more conventional 100mm f/2.8. You did not indicate you were interested in those features in the question, but if you are then all of that must be weighed.
I am interested in those other features. I am willing to pay more for those other features. I am not willing to pay more for them if they hinder other aspects. It sounds like they don't hinder anything though from your answer and comments.
Again, it depends on whether or not you consider the following to be hindrances:
- Roughly two-thirds stop vignetting in the corners across the full range of apertures for the Sony 100mm f/2.8 STF GM OSS versus less than one-tenth stop for most other similar lenses at f/5.6 or narrower.
- A maximum T-stop of T5.6 when wide open and a narrowest T-stop of T22. Keep in mind that at T5.6 the entrance pupil is the same size as f/2.8, but the exposure is two stops darker. The depth of field is affected: the in-focus area will be slightly deeper, but the very out of focus areas will look like f/2.8. At T22 the entrance pupil will be around that of f/11. You won't be able to stop down further than that.