Reviews & Trust EnginePRODUCTION● LIVEINDIA

Reviews, Ratings & Trust Engine

PostgreSQL · Redis · BullMQ · AI Spam Detection · Verified Purchase Reviews

⭐↑ 14.2%
48.2L
Total Reviews
📊↑ 0.2
4.3 / 5
Avg Rating
✅↑ 3.1%
84.7%
Verified Reviews
📸↑ 22.8%
12.4L
Photo Reviews
🎥↑ 41.2%
2.84L
Video Reviews
👍↑ 18.4%
8.42M
Helpful Votes
🚫↓ 8.2%
18,421
Spam Blocked
⏳↑ 2.1%
4,821
Pending Review
REVIEW PIPELINE:Buyer Purchase→Review Trigger→BullMQ Queue→Spam Check→Profanity Filter→Duplicate Check→AI Moderation→Manual Review→PostgreSQL→Redis Cache→Notification
TECH STACK:PostgreSQL · Primary DBRedis · Cache & Rate LimitBullMQ · Review JobsAI Spam Filter · ModerationProfanity Filter · Content SafetyDuplicate Detect · Fraud PreventionPhoto/Video CDN · Media StoragePush/Email · Notifications
📝59% of total
28.4L
Text Reviews
📸26% of total
12.4L
Photo Reviews
🎥6% of total
2.84L
Video Reviews
✅85% of total
40.8L
Verified Purchase

Rating Distribution

4.3
★★★★★

48.2L reviews

5★
58%
4★
26%
3★
10%
2★
3%
1★
3%

Review Actions

👍Helpful Votes Today
8,421
🚩Reports Received
142
✏️Reviews Edited
284
🗑️Reviews Deleted
48
💬Seller Replies
1,842
⏳Pending Approval
4,821

Moderation Status

Auto-Approved42,810
Manual Review4,821
Spam Blocked842
Profanity Filtered284
Duplicates Removed142

Recent Reviews

PS
Priya Sharma
★★★★★
✓ VERIFIED PURCHASE📸 PHOTOAPPROVED2 hrs ago

Silk Saree - Banarasi · Kiran Textiles

Absolutely stunning quality! The silk is genuine and the zari work is exquisite. Exactly as shown in photos.

RM
Rahul Mehta
★★★★★
✓ VERIFIED PURCHASEAPPROVED4 hrs ago

OnePlus 12 Pro Case · TechGear India

Good fit, nice material. Delivery was fast. Would have given 5 stars if the color was exactly as shown.

AP
Anita Patel
★★★★★
✓ VERIFIED PURCHASE🎥 VIDEOAPPROVED6 hrs ago

Organic Turmeric Powder · Spice Garden

Pure organic quality. I tested it and it is genuine. Great aroma and color. Will buy again!

VS
Vikram Singh
★★★★★
✓ VERIFIED PURCHASE📸 PHOTOAPPROVED8 hrs ago

Running Shoes Nike · Sports Hub

Size runs small. Ordered size 10 but fits like size 9. Quality is okay but sizing issue is a problem.

DN
Deepa Nair
★★★★★
✓ VERIFIED PURCHASEAPPROVED12 hrs ago

Copper Water Bottle · Wellness Store

Excellent quality copper bottle. No leakage, good weight, and the packaging was very secure.

UU
Unknown User
★★★★★
FLAGGED1 day ago

Generic Product · New Seller

Best product ever! Buy now! Amazing quality! 100% genuine! Must buy!!!