Sovereign AI Capacity & Token Queue Simulator

Cluster & Civic Parameters

Nvidia B200 GPU Count 512 GPUs

Baseline: 512 GPUs across national telcos / data centers

Model Architecture

Inference Precision & Quantization

Citizen Adoption Rate 5.0% (2.58M citizens)

South Korea population: 51,700,000

Daily Queries per Active Citizen 3 queries/day

Avg Output Tokens per Query 450 tokens

Peak Concurrency Factor 2.5× baseline

Concentration of civic traffic between 09:00 - 18:00 KST

            Active Citizens
            2,585,000
            5% of 51.7M population
          

Cluster Throughput 128,000 Tokens / Sec (Aggregate)

Cluster Utilization 31.55% Daily demand / Capacity

Peak Queue Wait 0.42 s M/M/c queuing latency

Daily Token Ceiling 213.9 Tokens / Citizen / Day (all 51.7M)

LIVE CONCURRENT TOKEN STREAMING & QUEUE BUFFER (M/M/c) 128,000 tok/s cap

Token Generation Stream Queue Backlog (Waiting Requests) Completed Batches 60 FPS

Parameter	Cluster Value	Reddit Discussion Context & Physical Constraints
Daily Cluster Token Capacity	11,059,200,000	86,400s × 128,000 TPS across 512 B200 HBM3e channels
Daily Citizen Demand	3,489,750,000	2,585,000 active citizens × 3 queries × 450 tokens
Memory Wall Saturation	62.8% Bandwidth	8 TB/s HBM3e bandwidth per GPU; decode bounded by weight transfer
Equivalent Megawatts / Datacenter Racks	~0.61 MW • 8 Racks	512 B200s (NVL72 / NVL8 topologies); vs. 50,000 racks for unconstrained 1M tok/day