B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
90%
90% -- ai expertise improvement agreement rate for Marketing and technical leaders (2026)
Over 90% of both marketing and technical leaders agree that their internal expertise and rules for AI need to get much better.
- Source specifies 'over 90%'
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
90%
Unit
Percentage
Data Vintage
2026
Entity
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
35
Freshness
95
Source
Webflow
Primary
Tier C
https://www.karpi.studio/webflow-aeo/ai-website-readiness-in-2026-challenges-opportunities-and-a-roa… ↗
Source Article
AI Website Readiness: SEO and AEO in 2026 | Karpi Studio
The shift to Artificial Intelligence (AI) is the most significant technological change happening now, requiring companies to rapidly overhaul their websites and customer strategies to remain competitive by 2026. The report from Webflow examines the major challenges, core opportunities, and necessary…
Original Research
Webflow
· Original study ↗
Methodology
Approximate value ('over 90%') cited from Webflow report
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Marketing and technical leaders: 90% ai expertise improvement agreement rate. Source: Webflow (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/leaders-ai-expertise-gap-90
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<blockquote cite="https://lighthousedata.io/data/leaders-ai-expertise-gap-90" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>90%</strong> -- ai expertise improvement agreement rate for Marketing and technical leaders<br><small>Source: Webflow (2026) · <a href="https://lighthousedata.io/data/leaders-ai-expertise-gap-90" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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