LLMs can be practical for production incident detection when paired with efficient indexing, noise filtering, and domain-specific routing—not just as standalone models, but as part of a multi-stage system that handles real-world scale and complexity.
TingIS is a production system that detects critical technical incidents from noisy customer reports in real-time at enterprise scale.