{
 "classifier": "LLM (Claude Sonnet subagents), one decision per unique string, instructions in STRATEGY.md",
 "unique_candidates": 2477,
 "classified_brand": 1333,
 "precision_audit": {
  "sample_n": 60,
  "errors": 3,
  "error_examples": [
   "LLC",
   "LLP",
   "A Golden State Dermatology Affiliate"
  ],
  "note": "LLC/LLP fragments are removed by normalization and cannot match"
 },
 "recall_audit": {
  "sample_n": 40,
  "missed_brands": 1,
  "example": "The Langham, New York, Fifth Avenue"
 },
 "audited_by": "Underneath research (hand check), 2026-09-26",
 "wave2_addition": {
  "unique_candidates": 1707,
  "classified_brand": 694,
  "precision_audit": {
   "sample_n": 40,
   "errors": 2,
   "note": "a comparison string and a garbled string; neither can match answer text as a whole name"
  },
  "recall_audit": {
   "sample_n": 30,
   "missed_brands": 0
  },
  "audited_by": "Underneath research (hand check), 2026-09-26"
 }
}