Sources
Every figure used in "AI Fast Track for Restaurant Content Validation" (AI Evangelist assignment,
Chanon Poovaviranon (Beam), July 2026). Each source was fetched and verified on 11 to 12 July 2026.
500,000+ merchant partners · 250,000 riders · 10M+ users · profitable in 2025 · 2027 IPO target · THB 10B AI investment verified
"more than 500,000 merchant partners" · "250,000 riders operating across the country" · "serving over 10 million users" · "Having achieved profitability in 2025" · "setting its sights on a 2027 IPO" · "a 10-billion-baht (approximately 40 billion yen) investment in AI"
LY Corporation (LMWN's parent), interview with CEO Yod Chinsupakul, 2 June 2026:
lycorp.co.jp/en/story/20260602/lmwn.html
~100,000 restaurants joined delivery platforms in one Half-Half wave; 60 to 70% chose LINE MAN verified
"โครงการ 'คนละครึ่ง' ครั้งที่ผ่านมา มีร้านอาหารเข้าร่วมกับแพลตฟอร์มฟู้ดดีลิเวอรี่เกือบ 100,000 รายทั่วประเทศ โดยกว่า 60-70% เลือกใช้ LINE MAN"
Prachachat Turakij via LINE TODAY, October 2025:
today.line.me/th/v3/article/yzYM3Qz
Standard LINE MAN GP (platform fee) = 30% of sales verified
"ค่าบริการระบบ LINE MAN GP คิดเป็น 30% ของยอดขายทั้งหมดในวันนั้น" (worked example: THB 1,000 sale → THB 300 GP + VAT)
LINE MAN Merchant Center (official merchant help):
lmwnmerchantcenter.com/lesson/khaabrikaar-gp-khuue-aair
LMWN's data science team already ML-scores restaurant photo appeal for cover-photo selection verified
"we create some sort of metric that quantifies aesthetic qualities of an image. We then train a model to recognize and predict this…"
Win Nawat (then DS at LMWN), "Data Science at LINE MAN Wongnai", 2022:
winnawat.medium.com/data-science-at-line-man-wongnai-656dbee48181
AI cost per listing ≈ THB 0.40 (gemini-3.1-flash-lite) verified pricing + calc
$0.25 / 1M input tokens, $1.50 / 1M output (paid tier). Images ≈ 258 tokens per 768px tile. Calc: 15 images × (1,032 image + 700 prompt tokens in, 250 out) = $0.0121 ≈ ฿0.40 at 33.31 THB/USD.
Google AI, official pricing and token docs, fetched July 2026:
ai.google.dev/gemini-api/docs/pricing ·
…/image-understanding ·
FX: open.er-api.com
Manual review cost ≈ THB 60 to 140 per listing labeled assumption
Built from market data, not LMWN internals: Bangkok Administration Officer ≈ THB 21,500 to 22,500/month (JobsDB) → ≈ THB 3 to 3.5 per loaded review-minute × 20 to 40 minutes per listing.
th.jobsdb.com/career-advice/role/administration-officer/salary
The POC's own numbers (catch rate, auto-clear rate, seconds and cost per listing) measured
Measured from a real pipeline run (n8n + Gemini vision + entity resolution + perceptual hashing) on staged, fictional sample listings. The demo on this site is that run's actual output.
Demo:
lmwn.autopilotyourworkflow.com
Prepared by Chanon Poovaviranon (Beam) · chanonbcp@gmail.com · 095 541 6516.
All GMV and value projections in the deck are labeled illustrative scenarios using the sourced inputs above;
no LINE MAN Wongnai internal data was used or implied.