Key Takeaways
- Cloud GPU costs $0.35β2.50/hr depending on GPU tier and provider
- Local RTX 4090 workstation totals ~$3,200 upfront (GPU + system)
- Break-even: 1,800 hours cumulative use at $0.50 avg cloud rate = local wins
- Mac Mini M4 Pro 48GB: $2,000 upfront, breaks even at ~1,200 cloud hours
- Electricity adds $0.03β0.08/hr to local operating costs
- Cloud wins for spiky, occasional, or experimental workloads
- Local wins for sustained daily inference, privacy-sensitive use, or fine-tuning
What is the break-even point for a local LLM workstation vs cloud GPU?
An RTX 4090 workstation ($3,200 total) breaks even against $0.50/hr cloud GPU at approximately 6,400 cumulative hours. At 8 hours/day, that is 2.2 years. At 16 hours/day (shared team server), it is 13 months.
Does electricity cost significantly affect the comparison?
In the US (12Β’/kWh), electricity adds ~$0.05/hr to local costs β minor. In Germany (38Β’/kWh), it adds ~$0.16/hr, which meaningfully narrows the local advantage. The Mac Mini M4 Pro's 45W draw keeps electricity costs low even in high-rate countries.
Is RunPod or Vast.ai cheaper for occasional fine-tuning?
Vast.ai is typically 10β20% cheaper than RunPod at spot pricing, but RunPod has better uptime and a managed pods feature. For occasional use (< 20 hours/month), Vast.ai spot pricing is the lowest-cost option. For reliability-sensitive workloads, RunPod Community Cloud is the better choice.
What about depreciation on local hardware?
GPU hardware depreciates 20β40% over 3 years. An RTX 4090 bought at $1,700 may resell for $900β1,200 in 2028. Factoring this in, the true cost of local hardware after 3 years is (purchase price β resale value + electricity). For the RTX 4090 workstation: ($3,200 β $1,200 + $180 electricity at 8hr/day US) = ~$2,180 over 3 years vs. cloud at $0.50/hr Γ 8hr/day Γ 365 Γ 3 = $4,380.
How much does it cost to run a 70B model locally?
A 70B Q4_K_M model requires 48GB VRAM/unified memory. Hardware options: dual RTX 3090 ($2,000), Mac Mini M4 Pro 48GB ($2,000), or Mac Studio M4 Max 128GB ($3,000). Electricity at 8hr/day US rate adds $45β90/year. Running the same model on RunPod A40 spot at 8hr/day costs ~$1,300/year.