Description
LLM text classification calls the API for every input and bills explode, though most inputs are easy. TRACER learns from LLM traces to route 90%+ of classification calls to a lightweight traditional ML model, leaving only hard cases for the LLM.
It offers formal parity guarantees and improves itself as data accumulates.
Routing:Easy inputs to small models.
Savings:90% fewer calls.
Guarantees:Formal parity.
Self-improving:Gets better.
It offers formal parity guarantees and improves itself as data accumulates.
Features
Routing:Easy inputs to small models.
Savings:90% fewer calls.
Guarantees:Formal parity.
Self-improving:Gets better.
