Complex AI usage billing — detect, normalize, and reconcile costs

Complex AI usage billing — detect, normalize, and reconcile costs targets a $8.0B = 1,000,000 software companies x $8K ACV (annual platform fee for usage-billing & reconciliation) total addressable market with medium saturation and a year-over-year growth rate of 35%+ (aligned with AI/LLM API spend and cloud FinOps growth).

Key trends driving demand: LLM proliferation -- more apps embed multiple models/providers, creating cross-vendor billing complexity and demand for normalization.; Variable pricing models -- per-token, per-embed, fine-tune and latency-tier pricing increases billing permutations and dispute risk.; FinOps for AI -- organizations are extending cloud cost management to model-level AI spend, creating demand for specialized tooling.; Regulatory/contract scrutiny -- enterprises require transparent, auditable usage records for vendor and customer compliance..