Duplicate LLM responses waste money — dedupe and cache answers

Duplicate LLM responses waste money — dedupe and cache answers targets a $30.0B = 300K businesses x $100K avg annual LLM spend (enterprise+mid-market) total addressable market with medium saturation and a year-over-year growth rate of 40%+ annual growth in enterprise LLM spend.

Key trends driving demand: Token-based pricing -- drives direct financial incentive to avoid duplicate generation and reuse outputs; Mature embeddings & vector DBs -- enable semantic matching of responses, not just exact caching; Enterprise adoption of LLMs -- rising recurring spend makes cost controls a procurement priority; Edge and serverless caches -- reduce latency and make deduplication practical at scale.