Reddit ops, GEO, community seeding, AI citations, the things Korean brands need to know if they're going to win in the US. We keep our clients' names quiet. The data, we share.
Only 11% of citations overlap across the 4 major AI engines. Single-engine optimization misses three quarters of your AI visibility. The engine-by-engine breakdown.
Reddit is the #1 source ChatGPT cites for 'best Korean food' queries. 87% of instant-ramyeon AI citations come from Reddit threads. The 5-tier subreddit map.
K-beauty's AI citation map is mature in skincare. The 12-month opening is hair, scalp, body, and at-home devices. Brands that build Reddit footprint now own 2027 AI answers.
The data behind the shift. Why blogs lost. Why Reddit won. What buyers actually do now when they research a product.
The agencies, the data, the trade-offs. Honest comparison of Korean Reddit specialists, including ourselves.
How international buyers ask ChatGPT and Perplexity about Korean clinics. Where AI engines pull recommendations from.
A practical guide to measuring whether your brand appears in ChatGPT, Perplexity, Claude, and Gemini answers.
A 5-tier map of where Americans discuss Korean skincare and makeup, and which subreddits surface in AI-cited answers.
The retrieval pipeline, the 7 ranking signals, and why one Reddit thread gets cited while another with more upvotes does not.
Fifteen subreddits ranked by category fit, observed AI citation behavior, and moderation difficulty.
Korean brands have brilliant community marketers for Korean platforms. Reddit is a different game. The cultural reasons K-brand attempts fail.