AI citation reach over time — answer-time cites (violet) over training crawls, summed across MAMAMOO's tracked releases
Search demand · 35d — Naver relative interest
Per-vendor reach — full data
| AI engine | Reads | Type |
|---|---|---|
| Meta | 54 | training crawl |
| OpenAI | 40 | answer-time citation |
| Amazon | 29 | training crawl |
| Perplexity | 24 | training crawl |
| Other | 8 | training crawl |
| Anthropic | 7 | training crawl |
| Apple | 6 | training crawl |
| Yandex | 5 | training crawl |
| Common Crawl | 4 | training crawl |
Measured by KTRENZ · ai_crawler_path_daily · 177 total reads · 34 answer-time citations across 9 vendors
Artist entityMAMAMOO
releases → AI reach → demand
Coverage log
newest first · 6 storiesThe receipts behind the graph — what KTRENZ published on MAMAMOO and how far each spread across AI. Tap a story to read it — tracked releases open their full reach map.
Hwasa posts park bench photo mid-MAMAMOO world tour, captions it '단비가 되볼게'
MAMAMOO's '4WARD' world tour hits Manila — New York and 12 more cities next
Solar calls Singapore "the best" as MAMAMOO's 4WARD world tour rolls on
Whee In shares Macau backstage update amid MAMAMOO 2026 World Tour
MAMAMOO's Wheein drops 'The Symphony of Fxxkboys' remix with producer Minlee
MAMAMOO wrap sold-out Kaohsiung shows, head into 12-city tour run through October
· · · before 2026-07-06 — search-demand only (predates KTRENZ coverage)
Fans made
6 postsVideos and posts fans made about MAMAMOO — challenges first, since those move before the view counts do.
AI reach = ai_crawler_path_daily (measured) · demand = Naver search (relative interest, ~180d history) + YouTube · each story links to its own full reach map