Every repeated query hits your model at full cost. MEMStorage intercepts it, checks memory first, and only escalates when the answer doesn't already exist.
Every request is treated as if the model has never seen anything like it before. It hasn't. But you paid for it to figure that out anyway.
Before a single token is sent to your model, MEMStorage scores the incoming query against its domain memory using semantic similarity matching.
High-confidence matches return the stored answer at zero inference cost. The model never sees the request. You see the saving in real time.
Genuinely new questions escalate to full inference. The answer is compressed and stored, so the next similar query costs nothing.
Flat monthly fee. No per-query charges. No surprise bills.
All plans include a 30-day pilot. If the numbers don't justify the fee, you pay nothing.
Put in your numbers. See your number.
Load real documents. Submit queries. See exactly which tier answers, how many tokens are consumed, and what gets stored to memory.
Start with a demo, or go straight to the pilot.