May 22, 2026· ~7 min readToken Cost Efficiency: How Graph Structures Reduce LLM Inference Costs Token costs are the dominant line item in LLM deployment. GPT-4.1 at \$2.30/million input tokens sounds small until you're processing 50 documents pe