B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

40%

40% -- llm visibility increase for Quantum Agency AEO campaigns (2026)

2026  · n=500  · Quantum Agency

An analysis of 500+ AEO campaigns by Quantum Agency shows that persona-driven content strategies increase LLM visibility by 40% compared to intent-based approaches.

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Attribution: Quantum Agency View source
Lighthouse Research Team
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Source verified Evidence graded
Value
40%
Unit
Percentage
Data Vintage
2026
Entity
Quantum Agency AEO campaigns
Sample Size
500
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Quantum Agency Primary Tier C
https://quantumagency.io/white-label-aeo/persona-driven-aeo-evolving-beyond-search-intent-in-2026/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Deep Crawl
Source Article
Search intent classification no longer determines white-label AEO success in 2026. The traditional SEO framework of mapping content to informational, transactional, navigational, or commercial categories fails when optimizing for ChatGPT, Perplexity, and Google AI Overviews. Large language models pr…
Original Research
Quantum Agency · Original study ↗

Quantum Agency internal analysis of 500+ AEO campaigns

Methodology documented
Industrymarketing
Plain Text
Quantum Agency AEO campaigns: 40% llm visibility increase. Source: Quantum Agency (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/persona-driven-llm-visibility-40
HTML Embed
<blockquote cite="https://lighthousedata.io/data/persona-driven-llm-visibility-40" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>40%</strong> -- llm visibility increase for Quantum Agency AEO campaigns<br><small>Source: Quantum Agency (2026) · <a href="https://lighthousedata.io/data/persona-driven-llm-visibility-40" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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