Is a GPU Upgrade Worth It?

The hard part of a GPU upgrade isn't picking the fastest card — it's working out whether the money buys anything you'll actually use. This tool nets your current card's resale value off the new one's price, then divides by the VRAM you gain, so you can see what a capacity jump really costs. It also sizes the PSU, projects the extra electricity, and shows the largest model each card holds.

Cost per GB of VRAM at MSRP

VRAM capacity, not raw speed, is what decides which models you can load at all. Ranked cheapest first:

GPUVRAMMSRP$/GBtok/s (8B)
Apple M3 Ultra512 GB$3,999$8170
Intel Arc B58012 GB$249$2148
AMD Ryzen AI Max+ 39596 GB$1,999$2140
Apple M2 Ultra192 GB$3,999$21165
AMD Radeon RX 9060 XT 16GB16 GB$349$2258
Intel Arc B57010 GB$219$2240
NVIDIA GeForce RTX 5060 Ti 16GB16 GB$429$2775
Apple M4 Max128 GB$3,499$27110
Apple M5 Max128 GB$3,499$27125
NVIDIA GeForce RTX 3060 (12GB)12 GB$329$2742
NVIDIA GeForce RTX 4060 Ti 16GB16 GB$499$3162
AMD Radeon RX 7800 XT16 GB$499$3168

What each VRAM tier runs

VRAMLargest dense model at Q4_K_MPSU for the fastest card at this tier
8 GB~11B parameters450W (NVIDIA GeForce RTX 5060 Ti 8GB, 180W)
12 GB~17B parameters550W (NVIDIA GeForce RTX 5070, 250W)
16 GB~23B parameters750W (NVIDIA GeForce RTX 5080, 360W)
24 GB~34B parameters850W (NVIDIA GeForce RTX 4090, 450W)
32 GB~45B parameters1000W (NVIDIA GeForce RTX 5090, 575W)
48 GB~68B parameters650W (NVIDIA RTX 6000 Ada Generation, 300W)
96 GB~135B parameters1000W (NVIDIA RTX PRO 6000 Blackwell, 600W)
128 GB~180B parameters450W (Apple M1 Ultra, 60W)

When an upgrade is worth it

Crossing a VRAM tier — 12 GB to 24 GB, or 24 GB to 48 GB — unlocks a whole model class and is usually worth paying for. Adding VRAM within a tier mostly buys context length, and a speed-only upgrade under 50% is hard to notice in day-to-day use. Resale figures shown here are depreciation estimates; check completed listings for a number you can bank on.