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| Source | % of Income | |--------|--------------| | Brand sponsorships (Tier 1: sustainable beauty, tech, fashion) | 35% | | Subscription platforms (Patreon, Discord, YouTube memberships) | 25% | | Digital products (AI preset packs, Lightroom presets, Notion templates) | 15% | | Affiliate marketing (LTK, Amazon Storefront, share-a-sale) | 10% | | Live commerce (TikTok Shop, Whatnot) | 10% | | NFT / digital collectibles (limited edition moments) | 5% | Inspired by her personal growth, Kate decided to

The 2025 digital environment is characterized by "algorithm fatigue." Kuray has countered this by leaning into the . Her career this year has been marked by a deliberate choice to post less frequently but with higher quality and intent. This "scarcity model" has ironically increased her engagement rates, as followers view her content as a curated event rather than background noise. IV. Future Outlook When Kate shoots a video for a luxury

: She maintains a strong presence on Instagram , where she has shared over 1,300 reels focusing on style, makeup, and lifestyle tips. Key Themes :

Kate writes every script herself. AI does the logistics; she does the soul.