Beyond building infrastructure: Why efficiency matters Developing sovereign AI means taking on enormous costs. According to the model card Meta published in 2025, pretraining Llama 4 consumed a cumulative 7.38 million H100 GPU hours. Converted at current 2026 cloud rental rates for H100s (roughly $2.5–3 per hour), that comes to $18.5–22 million in GPU costs […]