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

$35,000,000

$35,000,000 -- incremental revenue from ai search for Belk (2026)

2026  · Constructor

Belk saw $35 million in additional revenue after deploying Constructor's AI search.

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Attribution: Constructor View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
$35,000,000
Unit
Currency Usd
Data Vintage
2026
Entity
Belk
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Constructor Primary Tier B
https://alhena.ai/blog/ecommerce-discovery-gap-ai-search-chat-recommendations/ ↗
Confidence: 53/100 Vintage: 2026 Channel: Common Crawl
Source Article
Why 72% of Shoppers Leave Without Finding What They Want
Original Research
Constructor · Original study ↗

Constructor case study

Methodology documented
Industrymarketing
Plain Text
Belk: $35,000,000 incremental revenue from ai search. Source: Constructor (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/belk-ai-search-revenue-lift
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<blockquote cite="https://lighthousedata.io/data/belk-ai-search-revenue-lift" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>$35,000,000</strong> -- incremental revenue from ai search for Belk<br><small>Source: Constructor (2026) · <a href="https://lighthousedata.io/data/belk-ai-search-revenue-lift" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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