B
Evidence Grade B
Graded
under review
Safe to Cite
Current
40%
40% -- relative improvement in citation rate for AgentGEO (Generative Engine Optimization) (2026-03)
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
40%
Unit
Percentage
Data Vintage
2026-03
Entity
Geography
Global
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
arXiv (Diagnosing and Repairing Citation Failures in Generative Engine Optimization)
Primary
Tier B
https://hypermindgeo.com/resources/citation-failure-diagnosis-geo/ ↗
Source Article
Citation Failure Diagnosis for GEO: Why AI Answers Ignore Your Best Pages
Direct Answer: Why do AI answers ignore your best pages?
AI answers often ignore strong pages because the page fails at one stage of the citation pipeline: retrieval, evidence fit, extraction, attribution, answer synthesis, or retesting. The fix is not always more content. A GEO team should diagnose…
Original Research
arXiv (Diagnosing and Repairing Citation Failures in Generative Engine Optimization)
· Original study ↗
Methodology
arXiv research paper result, agentic repair loop benchmark
Methodology documented
Segmentation
IndustryAI/ML
RegionGlobal
RoleAll marketers
Channelmulti-channel
Cite this stat
Plain Text
AgentGEO (Generative Engine Optimization): 40% relative improvement in citation rate. Source: arXiv (Diagnosing and Repairing Citation Failures in Generative Engine Optimization) (2026-03). Via Lighthouse Intelligence -- https://lighthousedata.io/data/agentgeo-citation-improvement-40pct
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<blockquote cite="https://lighthousedata.io/data/agentgeo-citation-improvement-40pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>40%</strong> -- relative improvement in citation rate for AgentGEO (Generative Engine Optimization)<br><small>Source: arXiv (Diagnosing and Repairing Citation Failures in Generative Engine Optimization) (2026-03) · <a href="https://lighthousedata.io/data/agentgeo-citation-improvement-40pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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