Here is how much — and how LAO fixes it.
Every time you ask your LLM something similar, it starts from scratch. Same tokens. Same cost. Over and over.
LAO fixes this: caches successful responses. Next time, instant reply — near-zero cost.
Cache hit rate: 91.3% measured. That means 9 out of 10 repeat questions cost almost nothing.
Today's LLMs forget everything between sessions. Your preferences, your patterns, what worked before — all gone.
LAO fixes this: your behavioral patterns settle in over time. LAO remembers what worked, so you don't repeat yourself.
LLM vendors sell tokens. They profit when you spend more. There is no independent check on what you are paying.
LAO fixes this: sits between you and the LLM. Routes each call to the cheapest model that meets the quality bar. Zero markup. Zero telemetry.
Cache-miss requests are 8.5% of volume but 56% of cost measured. LAO plugs that hole.
Apache 2.0. Read the code. Fork it. Audit it. No black box.
LAO never sees your API keys. No markup, no middleman cut.
Nothing leaves your machine unless you choose to send it. Export and leave anytime.
Not a lab demo. 7 years of real gym operations in Dongguan. Real members, real rent, real incidents.
Free. No account needed. No data collected.
This page showed you the basics. If you want to understand the architecture, the evidence, or the full vision — here is where to go next.