Restaurant Content Validation · AI Fast Track proof of concept
Staged sample data (fictional listings), POC run
model gemini-3.1-flash-lite · run 2026-07-12T15:34:15.336Z
model gemini-3.1-flash-lite · run 2026-07-12T15:34:15.336Z
7
listings processed
1
auto-cleared
2
auto-returned w/ fix-list
4
to human review
46.1s
avg / listing (batch)
฿0.15
AI cost / listing
50
images checked
| ID | Restaurant | Imgs | Rule checks | Verdict | Why |
|---|---|---|---|---|---|
| L1 | Krua Pa Dang ครัวป้าแดง |
15 | R-01R-02R-03R-04R-05R-06 45%R-07 | AUTO-CLEAR | All rules passed at high confidence. |
| L2 | Boat Noodle Lung Chai ก๋วยเตี๋ยวเรือลุงชัย |
6 | R-01 100%R-02R-03R-04R-05R-06 25%R-07 | AUTO-RETURN | R-01: Large semi-transparent text 'PROMOTION 099-999-999' overlaid multiple times across the menu. |
| L3 | Zaab Isaan Bar and Grill แซ่บอีสาน บาร์แอนด์กริลล์ |
6 | R-01R-02 100%R-03R-04R-05R-06 25%R-07 | AUTO-RETURN | R-02: Three bottles of beer are the central focus of the image. |
| L4 | Khao Gaeng Baan Suan ข้าวแกงบ้านสวน |
8 | R-01R-02R-03 20%R-04R-05R-06 47%R-07 | HUMAN REVIEW | R-03: 1 menu photo(s) below legibility 0.7. |
| L5 | Khun Noi Kitchen ครัวคุณน้อย |
6 | R-01R-02R-03R-04R-05R-06 100%R-07 | HUMAN REVIEW | R-06: Possible match B001 (Krua Khun Noi): phone exact, th name 1.00, address exact. Reason on file: duplicate account banned 2025 |
| L6 | Krua Song Phi Nong ครัวสองพี่น้อง |
6 | R-01R-02R-03R-04R-05R-06 50%R-07 | HUMAN REVIEW | R-07: Perceptual-hash match to L1/L1__storefront.jpg (Hamming 0). |
| L7 | Somtum Mae Kai ส้มตำแม่ไก่ |
3 | R-01R-02R-03R-04R-05R-06 25%R-07 | HUMAN REVIEW | R-05: No storefront photo found. |
Case detail · what the owner receives instantly
Boat Noodle Lung Chai ก๋วยเตี๋ยวเรือลุงชัย
Listing L2 · verdict AUTO-RETURN · returned to owner in minutes, not days
Violations found
- R-01 No watermarks · confidence 100% · menu02.jpg
Large semi-transparent text 'PROMOTION 099-999-999' overlaid multiple times across the menu.
Fix-list sent to the owner (Thai)
- รูปภาพมีลายน้ำหรือตัวหนังสือทับรูป รบกวนอัปโหลดรูปต้นฉบับที่ไม่มีลายน้ำครับ
English
- An image has a watermark or overlaid text. Please upload the original photo without the watermark.
The pipeline that produced this run
The live n8n workflow after the run: 50 images through five AI check stations, one green check per node. Inspect the full definition at /workflow.json (credentials removed).