B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
43%
43% -- team workload reduction for Manawa (AI shopping assistant deployment) (2026)
Manawa reduced team workload by 43% following an AI shopping assistant deployment.
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
43%
Unit
Percentage
Data Vintage
2026
Entity
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Alhena AI
Primary
Tier C
https://alhena.ai/blog/ai-shopping-assistant-kpis-ecommerce-metrics/ ↗
Source Article
Set These AI Shopping Assistant KPIs Before You Launch
Original Research
Alhena AI
· Original study ↗
Methodology
Vendor-reported customer case study
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Manawa (AI shopping assistant deployment): 43% team workload reduction. Source: Alhena AI (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/manawa-workload-reduction-43
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<blockquote cite="https://lighthousedata.io/data/manawa-workload-reduction-43" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>43%</strong> -- team workload reduction for Manawa (AI shopping assistant deployment)<br><small>Source: Alhena AI (2026) · <a href="https://lighthousedata.io/data/manawa-workload-reduction-43" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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