{
  "completed_at": "2026-01-23T06:58:45Z",
  "status": "completed_partial",
  "summary": {
    "database_total_contacts": 3440,
    "contacts_with_email_before": 101,
    "contacts_missing_email": 3339,
    "emails_inferred_and_updated": 16,
    "success_rate": "100%"
  },
  "limitations": [
    "Web search API (Brave) not configured - couldn't search for emails",
    "Most company websites don't list individual employee emails publicly",
    "No email verification service available to confirm inferred emails"
  ],
  "methodology": "Inferred emails using known corporate email patterns (firstname@domain or firstname.lastname@domain) for contacts at companies with verified patterns",
  "companies_with_verified_patterns": [
    "Anomaly (firstname@anomaly.com)",
    "King & Partners (firstname@kingandpartners.com)",
    "Ogilvy (firstname.lastname@ogilvy.com)",
    "Universal Music Group (firstname.lastname@umusic.com)",
    "Publicis (firstname.lastname@publicis.com)",
    "Meta (firstname.lastname@meta.com)",
    "Spotify (firstname@spotify.com)",
    "Deloitte (firstname.lastname@deloitte.com)"
  ],
  "updated_contacts": [
    {"name": "Tony King", "email": "tony@kingandpartners.com"},
    {"name": "Emily Fitzgerald", "email": "emily@anomaly.com"},
    {"name": "Michele Prota", "email": "michele@anomaly.com"},
    {"name": "Valerie Nguyen", "email": "valerie@anomaly.com"},
    {"name": "Roy Marmelstein", "email": "roy@spotify.com"},
    {"name": "Emily Clark", "email": "emily.clark@ogilvy.com"},
    {"name": "Nick Moss", "email": "nick.moss@ogilvy.com"},
    {"name": "Miles Nanton", "email": "miles.nanton@umusic.com"},
    {"name": "Kate Fittinghoff", "email": "kate.fittinghoff@umusic.com"},
    {"name": "Cass Mellow", "email": "cass.mellow@publicis.com"},
    {"name": "Oded Lavie", "email": "oded.lavie@publicis.com"},
    {"name": "Aurélia Blatry", "email": "aurelia.blatry@publicis.com"},
    {"name": "Rani Argov", "email": "rani.argov@deloitte.com"},
    {"name": "Paola Bersi", "email": "paola.bersi@meta.com"},
    {"name": "Anne-Charlotte Celier", "email": "annecharlotte.celier@meta.com"},
    {"name": "Gil Chaimovski", "email": "gil.chaimovski@meta.com"}
  ],
  "recommendations": [
    "Configure Brave Search API (clawdbot configure --section web) to enable email searches",
    "Consider integrating email verification service (Hunter.io, Clearbit, Apollo)",
    "For LinkedIn-based enrichment, consider LinkedIn Sales Navigator API"
  ]
}