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

53%

53% -- ai usage shopping inspiration for Polscy konsumenci (2025)

Name: AI Usage Shopping Inspiration Statistics
Creator: Lighthouse Intelligence
Published: 2026-10-02

2025 · adtrip.pl

53% of respondents in 2025 declare using artificial intelligence solutions while seeking shopping inspiration.

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Attribution: adtrip.pl View source

Lighthouse Research Team

Last verified: 2026-10-02 · How we verify data →

Source verified Evidence graded

Value

53%

Unit

Percentage

Data Vintage

2025

Entity

Polscy konsumenci

Geography

Evidence Quality

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

Score breakdown

Extraction

Source Trust

Citation Chain

Independence

Methodology

Freshness

Source

adtrip.pl Primary Tier C

https://www.adtrip.pl/post/skuteczne-sekwencje-klaviyo-w-e-commerce-dom-i-ogrod ↗

Confidence: 48/100 Vintage: 2025 Channel: Deep Crawl

Source Article

Skuteczne sekwencje Klaviyo w e-commerce Dom i Ogród | Adtrip Blog - Adtrip

Spis treści Prowadzenie sklepu internetowego z produktami do domu i ogrodu to ciągła walka o uwagę klienta, gdzie decyzyjność zakupowa bywa bardzo wydłużona. Użytkownik planujący remont salonu lub aranżację tarasu przegląda dziesiątki stron, porównuje ceny i często porzuca koszyki. Dla właścicieli s…

Original Research

adtrip.pl · Original study ↗

Methodology

Cytowane badanie, źródło nieokreślone.

Methodology documented

Segmentation

IndustryRetail RegionPL RoleAll marketers Channelmulti-channel

Cite this stat

Plain Text

Polscy konsumenci: 53% ai usage shopping inspiration. Source: adtrip.pl (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-zakupowe-inspiracje-2025

HTML Embed

<blockquote cite="https://lighthousedata.io/data/ai-zakupowe-inspiracje-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>53%</strong> -- ai usage shopping inspiration for Polscy konsumenci<br><small>Source: adtrip.pl (2025) · <a href="https://lighthousedata.io/data/ai-zakupowe-inspiracje-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>

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