$0.000012
LLM-Only / query
139 tokens
$0.000044
Basic RAG / query
4,399 tokens
$0.000022
GraphRAG / query
440 tokens ยท โˆ’90% vs RAG
Scale Projections
1K100,000 queries/mo1M
$1.20
LLM-Only / month
13.9M tokens total
$4.40
Basic RAG / month
439.9M tokens total
$2.20
GraphRAG / month
44.0M tokens total
GraphRAG saves vs Basic RAG
$2.20/month
at 100,000 queries/month ยท Gemini 2.5 Flash
Token reduction
โˆ’90%
Annual savings
$26.40
Cost ratio GraphRAG / RAG
50.0%
Cumulative Cost โ€” Gemini 2.5 Flash
Cost at Scale โ€” Gemini 2.5 Flash
Queries / MonthLLM-OnlyBasic RAGGraphRAGSaved vs RAGAnnual Savings
1,000$0.01$0.04$0.02$0.02$0.26
10,000$0.12$0.44$0.22$0.22$2.64
100,000$1.20$4.40$2.20$2.20$26.40
500,000$6.00$22.00$11.00$11.00$132.00
1,000,000$12.00$44.00$22.00$22.00$264.00
5,000,000$60.00$220.00$110.00$110.00$1.3K
10,000,000$120.00$440.00$220.00$220.00$2.6K
Token counts from live benchmark: LLM-Only 139 ยท Basic RAG 4,399 ยท GraphRAG 440 avg tokens/query. Costs scaled from measured Gemini 2.5 Flash prices. Graph indexing paid once โ€” per-query savings compound indefinitely.