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[withheld] — Unified AI cost telemetry across GPUs, LLMs, tokens, agents and workloads for cloud, on-prem and hybrid environments — real-time usage, allocation, forecasts, anomaly flags, chargebacks and margin/cost-to-serve attribution. Low-tens of enterprise customers; multi-million daily cost-telemetry events across GPU + LLM stacks. Use cases: AI FinOps benchmarking, cross-vendor LLM cost analytics, GPU utilization modeling, enterprise chargeback, margin/unit-economics analysis, anomaly detection training data, TBM for AI