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

96%

96% -- ai adoption rate for retail and consumer products teams (2026)

2026  · n=1,500  · IBM Institute for Business Value

96% of teams under global retail and consumer products executives are using AI to a moderate or significant extent.

  • Reported by surveyed executives regarding their teams' usage
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Attribution: IBM Institute for Business Value View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
96%
Unit
Percentage
Data Vintage
2026
Entity
retail and consumer products teams
Sample Size
1,500
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
IBM Institute for Business Value Primary Tier B
https://retailnext.net/resources/blog/why-traffic-counting-alone-is-no-longer-enough ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
Beyond People Counting: What Store Data Should Show
Trend Watch Business Intelligence Traffic Analytics Insights Aurora Sensor April 8, 2026 · Vedrana Novosel · 5 min read Retail is in the middle of a genuine technology shift. Not the kind that gets announced and then stalls in pilot programs, but the kind that shows up in budgets, org charts, and co…
Original Research
IBM Institute for Business Value · Original study ↗

IBM Institute for Business Value survey of 1,500 global retail and consumer products executives

Methodology documented
Industrymarketing
Plain Text
retail and consumer products teams: 96% ai adoption rate. Source: IBM Institute for Business Value (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/retail-teams-using-ai-96pct
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<blockquote cite="https://lighthousedata.io/data/retail-teams-using-ai-96pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>96%</strong> -- ai adoption rate for retail and consumer products teams<br><small>Source: IBM Institute for Business Value (2026) · <a href="https://lighthousedata.io/data/retail-teams-using-ai-96pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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