diff --git a/domains/health/ai-telehealth-glp1-prescribing-commoditizes-at-scale-but-generates-systematic-safety-and-fraud-failures.md b/domains/health/ai-telehealth-glp1-prescribing-commoditizes-at-scale-but-generates-systematic-safety-and-fraud-failures.md
index 9f7f18548..6e3197038 100644
--- a/domains/health/ai-telehealth-glp1-prescribing-commoditizes-at-scale-but-generates-systematic-safety-and-fraud-failures.md
+++ b/domains/health/ai-telehealth-glp1-prescribing-commoditizes-at-scale-but-generates-systematic-safety-and-fraud-failures.md
@@ -12,6 +12,17 @@ scope: structural
 sourcer: Nicholas Thompson via CNBC 2026
 supports: ["glp1-behavioral-support-market-stratifies-by-physical-integration-with-atoms-to-bits-companies-profitable-and-behavioral-only-companies-bankrupt", "ai-native-health-companies-achieve-3-5x-the-revenue-productivity-of-traditional-health-services-because-ai-eliminates-the-linear-scaling-constraint-between-headcount-and-output"]
 related: ["fda-maude-database-lacks-ai-specific-adverse-event-fields-creating-systematic-under-detection-of-ai-attributable-harm", "glp1-behavioral-support-market-stratifies-by-physical-integration-with-atoms-to-bits-companies-profitable-and-behavioral-only-companies-bankrupt", "healthcares-defensible-layer-is-where-atoms-become-bits-because-physical-to-digital-conversion-generates-the-data-that-powers-ai-care-while-building-patient-trust-that-software-alone-cannot-create", "glp1-managed-access-operating-systems-require-multi-layer-infrastructure-beyond-formulary", "ai-telehealth-glp1-prescribing-commoditizes-at-scale-but-generates-systematic-safety-and-fraud-failures"]
+
+### Auto-enrichment (near-duplicate conversion, similarity=1.00)
+*Source: PR #10550 — "ai telehealth glp1 prescribing commoditizes at scale but generates systematic safety and fraud failures"*
+*Auto-converted by substantive fixer. Review: revert if this evidence doesn't belong here.*
+
+## Extending Evidence
+
+**Source:** STAT News March 2026
+
+Network structure evidence: 30%+ of FDA-warned telehealth firms are affiliated with just 4 medical groups (Beluga Health, OpenLoop, MD Integrations, Telegra). Marketing and prescribing are separated—telehealth marketers make misleading claims while affiliated medical groups hold clinical responsibility. This concentration means regulatory action on 4 organizations could significantly change the market.
+
 ---
 
 # AI-driven GLP-1 telehealth prescribing achieves billion-dollar scale with minimal staffing but generates systematic safety and fraud failures