There are (obviously) several life-limited components that EVs lack. I drove my last car to a fully depreciated 185,000 miles. In addition to the lamps, tires, brakes, and suspension components common to any car my records say I went through the following.
An alternator, a starter, a voltage regulator, a fuel pump, a water pump, 4 half-shaft/CV joint assemblies (AWD), an accessory belt tensioner, two accessory belts, a couple radiator hoses, and a radiator tank - twice. (stupid Germans making hi-temp pressurized components out of eco-friendly almost-plastic. Not good.)
Other than filters and fluids, exactly zero maintenance was done on the engine proper, transmission, and differentials. Zero. And I was far from scrupulous about the fluid intervals.
None of my list will fail on an EV. The $64B question is how durable the stuff EVs have that ICEs lack will be.
There’s certainly the basic “solid state good, moving parts bad!” argument in favor of, say traction motor controller boards being more reliable than, say, water pumps. But consider how many threads we have on home white-good appliances where the standard refrain is “my old Kenmore washer with the mechanical timer dial lasted 20 years. My new one with the LCD screen and computer lasted 12 months before it needed a $400 computer part.” And that’s with bog-standard low power microcontroller & discrete parts used indoors.
Done properly, the EV-only components have this *potential *to be more reliable. Will they realize the potential? Actual in-use service times hundreds of thousands of units is a tough test. If you have a weak spot, that’ll find it. Another issue with electronics is they’re prone to bathtub curve failures. The stuff that, due to undetectable internal defects, will burn-in and factory test just fine, but fail at 5% of intended life.
If there’s a situation where 5% of some model of car fails the XYZ module and leave the motorist stranded by 15K miles but the other 95% sail through without a hitch to 200k miles, that’ll be bad. If this happens to an ordinary car by an ordinary manufacturer, Consumer Reports will tutt-tutt, the whiners on the internet will have a field day, and the engineers will need to release v2.0 of that part.
If this same thing happens to a company that’s already seen as gaffe-prone and struggling to climb the “we’re for real” curve of public perception, well … Tesla’s tightroping over a bigger canyon than is, say, GM.
Lastly consider the, say, alternator of an ICE. They’re conceptually simple and not too hard to make. They’re pretty highly optimized, but mostly optimized for least cost given their durability target. There is no bleeding edge tech in them.
To what degree are the various high power electronics (and batteries) pushing the states of their arts in terms of size, level of cooling, vibration resistance, etc? While still trying to fit under the $ cost limbo bar?
A lot of engineering is applying lessons from the school of hard knocks. It’s not all applied physics calcs. No organization has lots of experience with this stuff yet. The opportunities for an honest unforced error are larger with the bleeding edge tech than they are with established tech. Boeing had a lot more trouble getting the 787 out the door than they did the 777 and in their field they’re the preeminent engineering team on Earth. This stuff is hard.
Said another way, the expected value of durability for EVs vs ICE ought to be close. But the expected variance, how well any given model meets that goal, ought to be higher (at least at first) for EVs vs ICEs. IOW v(EV[sub]EV[/sub]) > v(EV[sub]ICE[/sub]) 
Gonna be fun to watch.