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

20%

20% -- promotional roi improvement for AI-driven promotions (2025)

2025  · Harvard Business Review

AI-driven promotions improve promotional ROI by 20% to 30%.

  • Reported as a range of 20% to 30%
  • Secondary citation attributed to Harvard Business Review
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Attribution: Harvard Business Review View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
20%
Unit
Percentage
Data Vintage
2025
Entity
AI-driven promotions
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
Harvard Business Review Primary Tier C
https://www.enreach.ai/insights/how-to-measure-ai-sales-agent-roi ↗
Confidence: 48/100 Vintage: 2025 Channel: Wayback
Source Article
How To Measure AI Sales Agent ROI
How To Measure AI Sales Agent ROI How To Measure AI Sales Agent ROI Sales Technology Jun 6, 2025 Jun 6, 2025 Learn how to effectively measure the ROI of AI sales agents by tracking cost savings, revenue growth, and efficiency improvements. Learn how to effectively measure the ROI of AI sales agents …
Original Research
Harvard Business Review · Original study ↗

Range 20-30% reported; midpoint 25% used; attributed to Harvard Business Review

Methodology documented
Industrymarketing
Plain Text
AI-driven promotions: 20% promotional roi improvement. Source: Harvard Business Review (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-driven-promotions-roi-improvement
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<blockquote cite="https://lighthousedata.io/data/ai-driven-promotions-roi-improvement" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>20%</strong> -- promotional roi improvement for AI-driven promotions<br><small>Source: Harvard Business Review (2025) · <a href="https://lighthousedata.io/data/ai-driven-promotions-roi-improvement" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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