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

20%

20% -- brand answer persistence rate five runs for AI answer engines (2026)

2026  · AirOps

Only about 20% of brands persist in AI answers across five consecutive runs.

  • Estimated as 'about 20%'
  • Based on AirOps variance research cited by IQRush
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Attribution: AirOps View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
20%
Unit
Percentage
Data Vintage
2026
Entity
AI answer 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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
60
Freshness
95
AirOps Primary Tier C
https://iqrush.ai/articles/airops-asana-case-study-the-questions-behind-a-71-citation-lift ↗
Confidence: 51/100 Vintage: 2026 Channel: Deep Crawl
Source Article
AirOps’ Asana Case Study: The Questions Behind a 71% Citation Lift | IQRush
Back to Blog AirOps’ Asana Case Study: The Questions Behind a 71% Citation Lift Kevin McCabe CRO 5 min read AirOps’ Asana case study reports a 71% lift in AI citations over a 33-day window. It’s a content velocity story: AirOps’ Quill platform produced 232 articles across four languages, and the cit…
Original Research
AirOps · Original study ↗

AirOps published variance research, cited by IQRush

Methodology documented
Industrymarketing
Plain Text
AI answer engines: 20% brand answer persistence rate five runs. Source: AirOps (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/aiops-brand-persistence-20-five-runs
HTML Embed
<blockquote cite="https://lighthousedata.io/data/aiops-brand-persistence-20-five-runs" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>20%</strong> -- brand answer persistence rate five runs for AI answer engines<br><small>Source: AirOps (2026) · <a href="https://lighthousedata.io/data/aiops-brand-persistence-20-five-runs" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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