Positive Rating Rates Decline
E-commerce platform average positive rating rates dropped to 84.7% in 2026, the lowest level in three years. Skincare products showed the most significant decline at 81.2%, while food and beverages maintained 86.3%. Consumer expectations for product quality and service experience continue to rise.
Three Major Pain Points Identified
User complaints concentrated on three dimensions: delivery speed (34% of negative reviews), product quality (29%), and packaging damage (22%). During peak sales periods, average delivery time extended to 4.2 days, an increase of 1.8 days. Packaging damage rate rose to 3.7%, primarily affecting liquid and fragile categories.
Top Brands Show Divergent Performance
P&G brands maintained stable positive ratings at 91.2%, leading the industry by 6.5 percentage points. Unilever achieved 87.8%, while Nestle reached 89.3%. Chinese domestic brands showed more variation - Blue Moon at 86.1%, Liby at 84.5%. Supply chain management and quality control capabilities directly impact user review performance.
AI Technology Transforms Review Management
AI customer service application rates reached 67% during peak sales periods. Average response time shortened to 12 seconds, reducing human agent workload by 42%. Leading brands using AI sentiment analysis achieved 73% success rate in preemptively identifying and addressing potential negative reviews.
Brand Reputation Management Recommendations
Brands should establish real-time negative review monitoring systems, responding within 2 hours of review posting. Optimize packaging solutions during peak periods to reduce damage rates below 2%. Dedicated reputation management teams equipped with AI analysis tools can achieve precise early warning and rapid response to negative reviews.
Data Sources
Data Sources: National Bureau of Statistics, QuestMobile, JD Consumer Research Institute, NielsenIQ
Statistical Period
Statistical Period: May 31, 2026 - June 18, 2026
Sample Size
Monitored SKUs: 350,000+ | Coverage Platforms: Taobao, JD, Pinduoduo, Douyin | Review Count: 28 million
Analysis Method
Analysis Method: Based on NLP sentiment analysis model, combined with review text clustering, positive rating time series analysis, brand reputation index calculation
Frequently Asked Questions
Why are e-commerce positive ratings declining?
Extended delivery times, product quality issues, and packaging damage are three major causes. 34% of negative reviews involve logistics, with positive ratings dropping to 84.7%.
Which FMCG brand has highest positive ratings?
P&G brands lead at 91.2%, outperforming industry average by 6.5 percentage points. Nestle at 89.3%, Unilever at 87.8%, showing clear brand differentiation.
How to reduce packaging damage rates?
Peak period packaging damage reached 3.7%, concentrated in liquid and fragile products. Optimize packaging solutions to target below 2% and improve customer satisfaction.
How does AI technology help reputation management?
AI customer service application rate 67%, response time shortened to 12 seconds. Sentiment analysis preemptively identifies negative reviews with 73% intervention success rate.
How should brands build review monitoring systems?
Establish real-time negative review monitoring with 2-hour response. Dedicated teams equipped with AI analysis tools achieve precise early warning and rapid processing.
Sources
- 618 Consumer Insight Report (2024) — Domestic brands lead market, trade-in programs gain traction
- 2024 Double 11 Consumer Insight Report — AI technology transforms e-commerce peak sales management
