AI Spend Management
Token Cost Attribution by Team and Project
Real attribution requires tagging requests before they leave your system.
Naomi Vance
Staff Writer · · 15 min read
Real attribution requires tagging requests before they leave your system.
Centralize fallback logic in a gateway to survive provider outages without duplicating retry code.
DeepSeek's two tiers price differently by time and caching, upending flat-rate budget models.
One unified endpoint handles routing, costs, and failover across all your AI providers.
Teams waste more money defaulting to one expensive model than picking the right one for each task.
How deployment type, billing mode, and output costs compound to inflate your actual invoice.
Licensing and reproducibility matter more than benchmark scores when selecting production models.
A routing layer centralizes multi-provider LLM decisions to cut costs and operational overhead.