{
  "term": {
    "id": "lex:high-yield-sourcing-logic-add-on",
    "slug": "high-yield-sourcing-logic-add-on",
    "term": "High-Yield Sourcing Logic Add-On",
    "aliases": [],
    "kind": "canon",
    "type": "framework",
    "definition": "Advanced search logic upgrade that turns generic scrapers into deal-hunting intelligence engines. Aggressive keyword + category expansion (canonical + typos + synonyms + crosswalks), multi-layer fuzzy matching (Levenshtein/Jaccard/Soundex/Metaphone), wrong-category detection, odd-hour + low-competition filters, AI-driven image/visual search (PIL/imagehash + Google Vision/CLIP), composite confidence scoring. Auto-expansion learns from misses each cycle.",
    "definition_basis": "verbatim",
    "definition_source": "https://app.notion.com/p/7dfe7b97c18e47ed8fe0c1c9e3f59549",
    "provenance": [
      {
        "source": "notion",
        "ref": "https://app.notion.com/p/7dfe7b97c18e47ed8fe0c1c9e3f59549",
        "captured_at": "2026-07-25"
      }
    ],
    "related": [],
    "status": "published",
    "first_seen": "2026-04-16",
    "source_ids": [
      "ip:RE-FW-HIGHYIELD-001"
    ]
  },
  "url": "https://lexicon.neuruh.com/t/high-yield-sourcing-logic-add-on",
  "cite": "lex:high-yield-sourcing-logic-add-on — Neuruh Lexicon v1.0.0",
  "lexicon_version": "1.0.0",
  "content_hash": "0a2bb72426e976507b89a3172a8c5671b6fe136f6e54ce8499ec1d890ac7e851"
}