LLM Token Cost Illusion - FinOps + True Automation ROI for Engineering

LLM Token Cost Illusion - FinOps + True Automation ROI for Engineering targets a $6.0B = 200,000 engineering orgs x $3,000 ACV, targeting any business moving LLMs to production that needs cost and governance tooling total addressable market with medium saturation and a year-over-year growth rate of 30-50% -- driven by LLM adoption and rising token-driven cloud spend.

Key trends driving demand: LLM adoption acceleration -- more production LLM endpoints mean recurring token bills and new operational load; FinOps maturity gap -- cloud cost management exists but rarely covers tokenized AI spend or maps it to engineering features; ML observability growth -- demand for model monitoring and explainability makes integrated LLM telemetry table stakes.