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

22%

22% -- roi increase for AI-driven campaigns (2026)

2026  · Industry Analysis

AI-driven campaigns deliver 22% higher ROI compared to traditional campaign/attribution models.

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Attribution: Industry Analysis View source
Lighthouse Research Team
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Source verified Evidence graded
Value
22%
Unit
Percentage
Data Vintage
2026
Entity
AI-driven campaigns
Geography
UK
B
Strong, reliable evidence

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

60/100 confidence

Single source - not yet corroborated

Extraction
95
Source Trust
50
Citation Chain
20
Independence
30
Methodology
45
Freshness
92
Industry Analysis Primary Tier A
https://whitehat-seo.co.uk/blog/ai-automation ↗
Confidence: 30/100 Vintage: 2026 Channel: Cc Extraction
Source Article
AI Automation in 2026 | Whitehat
AI Automation in 2026 AI & Marketing Automation AI marketing automation Here's the uncomfortable truth about AI automation in 2026: everyone's experimenting, almost nobody's mastering it. McKinsey's latest Global Survey found 88% of organisations now use AI in at least one function—up from 55% in 20…
Original Research
Industry Analysis · Original study ↗

Performance marketing analysis

IndustryMedia RegionUK RoleAll marketers Channelcontent
Plain Text
AI-driven campaigns: 22% roi increase. Source: Industry Analysis (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-driven-attribution-roi-increase-2026
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<blockquote cite="https://lighthousedata.io/data/ai-driven-attribution-roi-increase-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>22%</strong> -- roi increase for AI-driven campaigns<br><small>Source: Industry Analysis (2026) · <a href="https://lighthousedata.io/data/ai-driven-attribution-roi-increase-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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