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

80%

80% -- query automation rate for Manawa (AI shopping assistant deployment) (2026)

2026  · Alhena AI

Manawa automated 80% of customer inquiries using an AI shopping assistant.

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Attribution: Alhena AI View source
Lighthouse Research Team
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Source verified Evidence graded
Value
80%
Unit
Percentage
Data Vintage
2026
Entity
Manawa (AI shopping assistant deployment)
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
Alhena AI Primary Tier C
https://alhena.ai/blog/ai-shopping-assistant-kpis-ecommerce-metrics/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
Set These AI Shopping Assistant KPIs Before You Launch
Original Research
Alhena AI · Original study ↗

Vendor-reported customer case study

Methodology documented
Industrymarketing
Plain Text
Manawa (AI shopping assistant deployment): 80% query automation rate. Source: Alhena AI (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/manawa-automation-rate-80
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<blockquote cite="https://lighthousedata.io/data/manawa-automation-rate-80" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>80%</strong> -- query automation rate for Manawa (AI shopping assistant deployment)<br><small>Source: Alhena AI (2026) · <a href="https://lighthousedata.io/data/manawa-automation-rate-80" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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