B Evidence Grade B Graded under review Safe to Cite Current

78%

78% -- ai investment roi for Brands using modular architectures (2026)

2026  · Twilio Segment

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Attribution: Twilio Segment View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
78%
Unit
Percentage
Data Vintage
2026
Entity
Brands using modular architectures
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
60
Citation Chain
20
Independence
30
Methodology
30
Freshness
95
Twilio Segment Primary Tier A
https://segment.com/blog/cdp-report-2020/ ↗
Confidence: 55/100 Vintage: 2026 Channel: Deep Crawl
Source Article
The CDP Report 2026
Report The Customer Data Platform Report 2026 By Twilio Segment Welcome to the latest edition of the Customer Data Platform Report—an in-depth look at how customer data and AI work together to power real-time, intelligent customer engagement around the world. Top Destination Categories on the Twilio…
Original Research
Twilio Segment · Original study ↗
Industrymarketing
Plain Text
Brands using modular architectures: 78% ai investment roi. Source: Twilio Segment (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/cdp-report-2026-ai-roi
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<blockquote cite="https://lighthousedata.io/data/cdp-report-2026-ai-roi" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>78%</strong> -- ai investment roi for Brands using modular architectures<br><small>Source: Twilio Segment (2026) · <a href="https://lighthousedata.io/data/cdp-report-2026-ai-roi" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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