AI API cost waste — visibility + optimization dashboard (50–100 chars)

AI API cost waste — visibility + optimization dashboard (50–100 chars) targets a $4.8B = 2.0M businesses using LLMs x $2.4K ACV total addressable market with low saturation and a year-over-year growth rate of 40%+ annual growth in enterprise LLM adoption and observability spend.

Key trends driving demand: LLM proliferation -- more teams integrate LLMs into products, increasing aggregate spend and need for optimization.; Model diversity -- open-source and cheaper hosted models make substitution strategies viable and valuable.; FinOps for AI -- organizations are treating LLM usage as a distinct cost category, driving demand for tooling.; Prompt engineering maturity -- teams are investing in prompt testing and A/Bing, which enables tooling to suggest concrete savings..