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

50%

50% -- dropped brands resurfacing rate for AI search engines (2026)

2026  · AirOps

More than 50% of brands that drop out of an AI search answer resurface within two runs.

  • Reported as 'more than 50%'
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Attribution: AirOps View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
50%
Unit
Percentage
Data Vintage
2026
Entity
AI search engines
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
AirOps Primary Tier B
https://iqrush.ai/articles/airops-state-of-ai-search-report-what-70-churn-means-for-every-visibility… ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
AirOps’ State of AI Search Report: What 70% Churn Means for Every Visibility Number in the Category | IQRush
Back to Blog AirOps’ State of AI Search Report: What 70% Churn Means for Every Visibility Number in the Category Kevin McCabe CRO 5 min read AirOps published a finding in their 2026 State of AI Search report that should change how every marketer reads an AI visibility number: only 30% of brands that…
Original Research
AirOps · Original study ↗

AirOps repeated-run prompt testing; reported as 'more than 50%'

Methodology documented
Industrymarketing
Plain Text
AI search engines: 50% dropped brands resurfacing rate. Source: AirOps (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/dropped-brands-resurface-two-runs-2026
HTML Embed
<blockquote cite="https://lighthousedata.io/data/dropped-brands-resurface-two-runs-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>50%</strong> -- dropped brands resurfacing rate for AI search engines<br><small>Source: AirOps (2026) · <a href="https://lighthousedata.io/data/dropped-brands-resurface-two-runs-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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