Per-user LLM cost visibility and automated optimization for SaaS

Per-user LLM cost visibility and automated optimization for SaaS targets a $5.0B = 500K SaaS companies × $10K ACV total addressable market with medium saturation and a year-over-year growth rate of 25% YoY — estimated LLM and API usage growth driven by developer adoption and cloud spending trends (sources: Gartner cloud spend reports, OpenAI usage signals).

Key trends driving demand: LLM adoption across SaaS — more product features depend on models, creating recurring API spend that needs monitoring and control.; Finance scrutiny on cloud/API costs — CFOs and founders demand tools to forecast, attribute, and cap external API expenses.; Model heterogeneity — multiple model families and pricing tiers create an opportunity for dynamic routing to optimize cost/quality tradeoffs.; Shift from experimentation to production — teams require tooling for enforcement (quotas, alerts) and automation to avoid surprise bills..