Gilmore HVAC: The 3-Phone Conflict
+How conflicting NAP data caused AI models to route high-intent local searches to a shadow competitor.
+Audit ID: GIL-001 | Target: Local AI Search Visibility
+The Silent Leak
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+ + What the AI Saw (Unverified) +
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+ Phone: (555) 123-4567
+Phone: (555) 987-6543
+Phone: (555) 456-7890
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+ AI Confidence: LOW
+ Entity flagged as unstable due to conflicting citations. AI routed user to competitor.
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+ + Ground Truth (Tier 1 Verified) +
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+ Primary: (555) 123-4567 (Main)
+Secondary: (555) 987-6543 (After-hours)
+Phone: (555) 456-7890 (Ghost)
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+ AI Confidence: HIGH
+ Schema corrected and citations pruned. Entity trusted.
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+ Evidence Governance Protocol
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+ Watch how an agent-generated finding becomes client-ready. If a proposed Tier 1 classification is rejected by human review, it defaults to Tier 2 or is discarded.
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+ Tier 2: Indicative (Agent Draft)
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+ Pending Human Review
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+ Awaiting human analyst sign-off...
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