Cut LLM token waste: detect hidden token sinks and save cost

Cut LLM token waste: detect hidden token sinks and save cost targets a $24.0B = 600K companies x $40K average annual LLM/API spend total addressable market with medium saturation and a year-over-year growth rate of 60% estimated growth in LLM API spend among enterprise teams.

Key trends driving demand: Token-based pricing -- customers are cost sensitive and directly measure tokens spent; RAG & chat memory growth -- larger contexts increase token bills and demand compression; Model proliferation & multi-provider stacks -- teams need tooling that works across APIs; Prompt-engineering professionalization -- organizations hire/centralize prompt ops; Embeddings + vector DB maturity -- enable semantic deduplication and compact retrieval.