How Ecommerce Support Outsourcing Protects a Community-Driven Fashion Marketplace

Fashion and apparel is one of the largest industries in the world. According to Statista, the global clothing market in 2025 is valued at $1.8 trillion. So it’s no surprise that the ecommerce fashion marketplace is highly competitive. To succeed in this space, online retailers need to go above and beyond simply selling high-quality apparel. They need to foster brand loyalty and create communities that generate buzz.

For many fashion brands, ecommerce support outsourcing becomes a critical component in this process. By outsourcing functions such as customer service, community moderation, and fraud detection, brands can focus on designing new product lines, marketing, and other essential tasks that require the close attention of an in-house team.

At Hugo, we see the impact of ecommerce support outsourcing every day. Recently, we were approached by a client in the ecommerce fashion industry who faced trust and safety challenges as their platform rapidly expanded. With over 5 million active users and 16,000 daily transactions, this fashion marketplace struggled to keep pace and maintain integrity. They faced key issues like:

• Counterfeit products misleading consumers
• Increased incidents of scams and fraudulent transactions
• Deceptive listings and false advertising
• Challenges with false positives affecting legitimate listings

Additionally, a company survey revealed a 30% decline in user trust – and approximately $3 million in losses due to fraudulent activities over the past year.

This fashion brand approached Hugo for ecommerce support outsourcing services for data labelling and annotation. By leveraging our expert outsourced teams, we helped reinforce the platform’s integrity and establish the client as a reliable leader in the ecommerce retail space. Here’s how we did it:

The Challenge: Maintaining Trust and Safety

With such a robust user base and thousands of daily transactions on their platform, the client struggled to keep up. They implemented an AI-powered content moderation system as an initial safeguard, but this tool was insufficient to address all challenges, particularly in the face of the platform’s rapid expansion.

The AI content moderation system struggled to accurately identify and remove false positives, effectively detect counterfeit products, and reliably differentiate between genuine interactions and spam. In other words, the AI couldn’t catch all the misleading product information and fraudulent items listed on the client’s marketplace.

As the marketplace’s integrity faltered, customers became dissatisfied. The AI’s inefficient moderation led to a surge in return rates and potential legal repercussions. Simultaneously, malicious users began flooding the marketplace with fake reviews and harmful comments, deterring legitimate users and sellers from engaging on the platform.

Upon further investigation, the client discovered a critical issue: the datasets used to train their AI model lacked the quality, accuracy, and contextual nuance required to address their platform’s vulnerabilities effectively.

Recognizing the limitations of their AI model, the client sought a human approach in the form of an expert outsourced team that specialized in extensive data labeling and annotation, fraud detection, and other ecommerce operations.

Using Ecommerce Support Outsourcing for Security

To address the complex challenges of the client’s online fashion marketplace, Hugo assembled a team of experts with diverse backgrounds in STEM fields and deep knowledge of the online fashion retail space. We developed a strategy that refined the client’s AI models while utilizing human annotators to sift through data.

This blended ecommerce outsourcing support strategy consisted of:

Optimizing AI Content Moderation through Expert Annotation

Outsourced data annotators underwent an intensive two-week training program tailored to the client’s unique needs, covering their internal policies, processes for identifying counterfeits and IP violations, and practical use cases about misleading product details, fake reviews, and harmful comments.

Armed with this comprehensive understanding of the platform’s nuances, the annotation team meticulously re-labeled the client’s dataset. They rigorously identified counterfeit items through visual cues in images and videos, such as incorrect logo placement and inconsistent patterns or prints.

Additionally, the outsourced team detected subtle textual tricks employed by counterfeiters – such as “Gu.cci” or “Pra.da” – and analyzed customer sentiment for authenticity signals. They also tackled challenges posed by the use of emojis and slang, which the AI content moderation system had missed.

Humans + Machine: A Quality-First Approach

AI offers many advantages for content moderation, trust and safety, and fraud detection for ecommerce retailers. But there’s no substitute for human expertise. To ensure comprehensive coverage – as well as the highest standards of accuracy and compliance – our outsourcing teams implemented a multi-layered quality assurance system.

This system was tasked with three objectives:

1. Identifying counterfeit products and intellectual property violations
2. Recognizing abusive, harmful, or toxic user-generated content
3. Detecting trademark misuse and misleading pricing information

Moderators conducted manual reviews to supplement automated checks, ensuring that complex cases and edge scenarios were thoroughly investigated and addressed.

In addition, they assessed the AI’s performance in critical areas, drawing upon their domain expertise to identify potential gaps or weaknesses in the system. This human oversight helped refine and continuously improve the model’s accuracy and effectiveness.

Finally, the ecommerce outsourcing support team’s Quality Assurance practices – honed through years of managing large-scale global data projects – enabled the implementation of efficient processes for quality control and feedback loops.

Implementing Additional Trust & Safety Measures

To ensure “true” platform integrity, we also implemented complementary lines of defense for the client. This created a comprehensive, 360-degree strategy that effectively safeguarded the client’s ecommerce environment.

The Outcome: A Thriving Ecommerce Marketplace

In less than six months, Hugo delivered a comprehensive solution to resolve trust and safety issues in the client’s online fashion marketplace. Our team scored notable wins for the client, including:

• 95% reduction in false positives for harmful content detection, significantly improving user experience and trust.
• Over 1 million data points were meticulously labeled, enabling accurate identification of counterfeits, IP violations, misleading information, and abusive content.
• 98% Data Quality Score vs. 90% Target.
• 18% decrease in customer returns and complaints about counterfeit or misrepresented products within the first quarter.
• Over 10,000 incidents of fraudulent accounts, transactions, and activities were prevented, saving the company approximately $2 million.
• 90% user retention rate, a substantial increase from the prior 70%, reflecting users’ confidence in the platform’s integrity.

Fostering a Culture of Trust and Integrity

Hugo’s partnership with this online fashion marketplace extended beyond implementing ecommerce support outsourcing solutions.

As Jacob Lamson, the marketplace’s VP of Operations, reflected: “It has been transformative…we’ve witnessed a significant reduction in fraudulent activities and a notable increase in user satisfaction. Hugo’s tailored solutions have fortified our platform and bolstered our brand reputation, paving the way for sustained growth and success.”

By integrating human expertise in comprehensive data labeling and multilayered trust and safety measures, Hugo created a robust ecosystem that identifies and mitigates risks and ensures personalized and effective solutions for maintaining platform integrity and fostering sustainable growth.

Wondering how outsourcing companies like Hugo can make a difference for your ecommerce brand? Reach out today.