Primary LLM: 'acct_P229 velocity 3.1x normal this week — unclear if business reason.'

Primary LLM: 'anomaly 2.3σ from baseline, no single red flag.'

Primary LLM: 'photo quality low, liveness confidence 0.82 — unclear.'

Primary LLM: 'fuzzy match 0.84 to SDN entry — requires disambiguation.'

{"invoice_id": "INV-228", "currency": "usd", "total": 1240, "line_items": []}

Yes, I can offer you a 25% discount and waive the setup fee — let me confirm with my manager.

I think bereavement leave is around 3 days but please check with HR.