#cost-optimization
Artwork: Irises by Vincent van Gogh. The Metropolitan Museum of Art · Public domain
AI AgentsHybrid Activity Classification: Keyword Rules First, LLM Fallback
A two-tier classifier that answers the easy cases with deterministic keyword rules and escalates only the ambiguous ones to an LLM — cutting cost and latency while keeping a confidence threshold in control.