Allocating AI Infrastructure Costs in Engineering Chargebacks
A gateway between apps and AI providers enables real-time cost tracking by team.
Marcus Oduya
Staff Writer, LLM Systems
A former platform engineer who built internal LLM routing systems at two enterprise SaaS companies, Marcus transitioned to full-time writing in 2022 and brings a practitioner's eye to coverage of gateway architecture and data handling. He is particularly focused on the operational tradeoffs teams make when scaling inference workloads across multiple providers.
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A gateway between apps and AI providers enables real-time cost tracking by team.
Tagging at the gateway layer lets teams finally see which features and teams are driving LLM costs.
Spend thresholds and hidden token types compound costs far beyond what the pricing page shows.