Apparently you missed what the page says:
"it would take a good desktop PC (Intel Nehalem, four-core, 2.8GHz) 1.1 billion seconds, or about 35 CPU years, to perform this calculation"
How fast?
Ah my bad.
Well for an example
This:
http://www.newegg.com/Product/Product.aspx?Item=N82E16813131817&Tpk=Z9PE-D8 WS&IsVirtualParent=1
with 2 of these
http://www.newegg.com/Product/Product.aspx?Item=N82E16819116492
makes 12 cores @ 3.8ghZ and its very overclockable even close to 4.8ghz.
Nehalem is a 45nm desktop cpu, wouldnt really call it a supercomputer even back in the day or ever. It's just a single CPU that used to be good a few years back. Now a cpu with that capacity can be even seen in low to mid end laptops. The options I suggested are regular desktop cpus as well.
Benchmarks:
3930K @ nearly 12.1k points
http://www.cpubenchmark.net/cpu.php?cpu=Intel+Core+i7-3930K+@+3.20GHz&id=902
Nehalem 2.8ghz quad core aka Xeon x5560 is at nearly 5.8k points
http://www.cpubenchmark.net/cpu.php?cpu=Intel+Xeon+X5560+@+2.80GHz&id=1301
Benchmarks dont tell everything but just by the contrast between the setups you can imagine how a setup with 2x 6-core 12k point benchmarked CPUs perform against a single quadcore at 5.8k benchmark points.
I know people with more expensive gaming rigs so I would say it's very accessible if sponsored by a big company.
When I heard it was sponsored by google I figured it was done by a computer that regular people or even high end gamers dont use but this proves that my assumption was wrong.
Also note that this is an example based on a very quick lookup. I'm sure there's a mobo out there that supports the new hashwell cpus with a dual cpu slot. That setup would be even more powerful (high end 22nm cpus with 8 core each).
EDIT: I noticed that the motherboard I suggested also supports the Xeon E5 series of processors which are the most powerful CPUs to this day that are also available for regular customers.
Also this is what a super computer means in 2012
Thats 72,000 cpus. With a computer like that I suppose it wouldnt even take a day to calculate the gods number for a 3x3 (if all the cpus in this super computers are equivalent to a X5560 it would take 4 hours infact). 4x4 obviosly is a completely different story, I understand that. I also understand that there is no way we could get someone to loan a super computer such as this one even for a minute, not to talk about days. This is why the PS3 (or now ps4) method would be awesome, each console has 8 cores and hundreds of thousands are sold.
The yellowstone supercomputer for one solves 1.5 quadrillion operations per second. I dont know how many operations one 4x4 case requires but I suppose it would be possible to do it even now. The yellowstone is expected to rank in the top 25 in the world so this is just an example of a great super computer in 2012.
The best in 2008 was at 1.7 PFlops. The best of 2013 is at 33.8PFlops. I'd say they evolve very fast.
Regular desktop CPUs evolve at an equal rate.