Prevent surprise LLM bills by tracking token usage and cost in real time

Prevent surprise LLM bills by tracking token usage and cost in real time targets a $6.0B = 2M businesses × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 30% YoY (estimated 2024-2028, industry reports and AI infrastructure spending trends).

Key trends driving demand: Widespread LLM adoption — more teams are running models in production, creating recurring and unpredictable API spend.; Multi-provider deployments — teams are mixing models to balance cost and quality, which increases the need for normalization and unified cost views.; Rise of FinOps for AI — finance and engineering teams are creating processes to forecast and control AI spend, creating budget for tooling.; Edge and client-side inference — new deployment patterns require token capture both server- and client-side to attribute spend accurately..