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                "text": "What the System Is Doing"
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        "markdown": "---\ntitle: Schema Stopped Working: Diagnostic Guide | NRLC.ai\ndescription: Schema Stopped Working on NRLC.ai. AI SEO services, structured data engineering, and LLM optimization solutions. Neural Command, LLC builds AI retrieval and ...\norganization: Neural Command LLC\ncanonical: https://nrlc.ai/en-us/ai-search-diagnostics/schema-stopped-working/\nentityId: article:schema-stopped-working\ncanonicalId: https://nrlc.ai/en-us/ai-search-diagnostics/schema-stopped-working/#article\npageRole: DIAGNOSTIC_GUIDE\nsymptom: Schema Stopped Working\ndateModified: 2026-08-24\nlastReviewed: 2026-08-24\nobservedState: schemaValidates=true, usedByGenerative=false\n---\n\n← Back to diagnostics\n\n← Back to AI Search Diagnostics\n\nYour structured data (JSON-LD, microdata, RDFa) validates correctly and may have worked in the past, but generative AI systems are now ignoring it or not using it for retrieval and citation.\n\nGenerative engines may ignore schema when:\n\n- Schema conflicts with actual content\n- Schema is too generic or lacks specificity\n- Schema noise dilutes confidence signals\n- Content structure doesn't match schema claims\n- Multiple conflicting schemas exist on the same page\nSee Canonical Drift and schema noise patterns.\n\nThis maps to:\n\n- Schema Noise failure mode\n- Signal dilution patterns\n- Conflicting entity definitions\n- Validate schema: Check for syntax errors and validation issues\n- Check for conflicts: Multiple schemas on the same page?\n- Verify content alignment: Does schema match actual content?\n- Test specificity: Is schema too generic or vague?\n- Review entity consistency: Are entities defined consistently across pages?\nTo fix schema issues:\n\n- Remove conflicting or redundant schemas\n- Ensure schema matches content exactly\n- Use specific, deterministic entity definitions\n- Maintain consistency across pages\n- See GEO signals for schema best practices\nThis is a failure state within AI Optimization, where systems fail to retrieve or select a source during AI-driven search and answer generation.\n\n\n\n---\n\nSource: https://nrlc.ai/en-us/ai-search-diagnostics/schema-stopped-working/\nPublisher: Neural Command LLC\nLicense: Editorial use with attribution\n"
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