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

90%

90% -- positive roi from ai investments for retail CX leaders (2026)

2026  · Zendesk

90% of retail CX leaders report positive ROI from AI investments over the past 12 months.

  • Attributed to Zendesk's 2026 CX Trends Report
  • Refers to ROI realized over the past 12 months
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Attribution: Zendesk View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
90%
Unit
Percentage
Data Vintage
2026
Entity
retail CX leaders
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
95
Source Trust
50
Citation Chain
90
Independence
30
Methodology
45
Freshness
83
Zendesk Primary Tier A
https://www.zendesk.co.uk/blog/zendesk-insights/trends/how-retailers-are-scaling-customer-service-wi… ↗
Confidence: 64/100 Vintage: 2026 Channel: Cc Extraction
Source Article
How retailers are scaling customer service with AI
How retailers are scaling customer service with AI AI is reshaping modern retail service by boosting efficiency, elevating agents, and improving the customer journey. Ciera Nahale Senior Product Marketing Manager Last updated 9 December 2025 In today’s fast-moving retail landscape, delivering fast, …
Original Research
Zendesk · Original study ↗

Zendesk’s 2026 CX Trends Report

Methodology documented
Channelcommon_crawl
Plain Text
retail CX leaders: 90% positive roi from ai investments. Source: Zendesk (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/positive-roi-from-ai-investments
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<blockquote cite="https://lighthousedata.io/data/positive-roi-from-ai-investments" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>90%</strong> -- positive roi from ai investments for retail CX leaders<br><small>Source: Zendesk (2026) · <a href="https://lighthousedata.io/data/positive-roi-from-ai-investments" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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