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2026-08-23·4 minSelf-healCitation lockMachine log2026

How Citation Lock Self-Heals When Citations Drop >20% — Machine Log 161 + Auto-Fix

Data page: citationLock and citationSelfHeal automatically repair JSON-LD when AI citations drop more than 20%. 161 machine logs, auto-fix live.

FORMULAIF citations drop > 20% (7-day avg) → TRIGGER citationSelfHeal → repair JSON-LD → re-verify → log outcome

Most AI visibility tools measure the drop and email you about it. This machine fixes it — when the citation lock detects a drop above 20%, it automatically repairs the on-page structured data and re-verifies the fix.

How the self-heal loop works

  • ›citationLock — monitors 7-day average citation count per domain/query.
  • ›Drop detected >20% — marks the page as CRITICAL, not just a warning.
  • ›citationSelfHeal — directly repairs JSON-LD (FAQ, Article, breadcrumbs) and regenerates the answer block.
  • ›Re-verify — re-runs the GEO check to confirm citations recover.
  • ›Machine log — every step logged (161 logs and counting).

Why self-heal matters for agencies

A client page that silently loses citations destroys trust. With self-heal, the machine reacts the same night — no manual intervention, no "it was down last week" conversations.

Bottom line

Citation Lock + Self-Heal is the difference between measuring a problem and fixing it. Live machine data: progress.

THIS IS NOT A PROMISE — THIS IS THE MACHINE

5 jobs today · 121 in 7 days · 24 AI citations today · 32 pages

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