Stop hidden LLM costs — privacy-first token calculator for RAG apps

Stop hidden LLM costs — privacy-first token calculator for RAG apps targets a $12.0B = 400k software teams x $30K ACV total addressable market with medium saturation and a year-over-year growth rate of 35%+ enterprise spend growth on AI tooling / observability.

Key trends driving demand: LLM & RAG adoption -- more teams rely on retrieval-augmented workflows, increasing token spend and complexity.; Cost sensitivity -- per-token model pricing pushes engineering teams to seek tooling that attributes and optimizes spend.; Privacy & prompt-leakage awareness -- enterprises demand that system prompts and chain-of-thought remain private.; Edge/browser runtimes & wasm -- enable accurate client-side tokenization and metering without server round-trips..