Prevent runaway LLM spend by tracking every token and request in real time

Prevent runaway LLM spend by tracking every token and request 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 50% YoY growth in LLM platform and observability spending (industry consolidation and surveys indicate rapid adoption of LLM-based features across SaaS and enterprise products).

Key trends driving demand: Multi-provider model stacks are common — teams use different models for different tasks, creating cross-provider billing complexity and demand for normalization.; Finance and engineering alignment is increasing — CFOs now require chargeback and cost attribution for AI spend, which drives tooling purchases.; Observability for generative AI is becoming standard — teams demand traceability from user action to model tokens and costs to prove ROI and debug issues..