A live context graph can reduce LLM costs by reducing token usage outright; getting more out of those same tokens with tighter loops and higher-quality agent output, faster; and/or by letting agents run on smaller, cheaper models because you no longer need a powerful frontier model to transform and make sense of your data.
How a Live Context Graph Reduces Your AI Spend
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July 29, 2026
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materialize