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E-commerce Case Study May 6, 2026

Transforming Feedback into Action: International Online Retailer

Industry Deep Dive • 6 min read

During a period of intense operational pressure, this International Online Retailer experienced unprecedented shifts in customer feedback. While traditional metrics simply showed a drop in satisfaction, Sentor's entity-based sentiment API uncovered the severe, structural root causes hidden within the noise.

The Challenge

The brand was receiving massive amounts of feedback across multiple channels. Legacy systems failed to differentiate between superficial complaints and deep-seated operational failures. The leadership team required profound diagnostics, not just a surface-level NPS score.

Sentor's Deep AI Analysis

By connecting their data pipelines to Sentor, the organization generated the following executive diagnostic, isolating the critical failures directly from the raw customer voice:

1. Executive Diagnostic


Brand health is Critical. Systemic failures in delivery logistics and product quality, compounded by inadequate customer service, are directly driving high churn and significant reputational damage. The most alarming insight is customers explicitly stating they will "never order from [The Company] again" due to these issues.

2. Root Causes



Delivery & Service Problems


  • Failure: Customers experience delayed, uncommunicated delivery changes, split shipments, and wasted time, leading to significant frustration and loss of trust.

  • Evidence: "Overall we stayed home 4 days for one purchase."

  • Root Cause: [Service Failure] (poor communication, lack of proactive updates); [System Error] (ineffective delivery scheduling/tracking integration).

  • Business Impact: Churn, Reputation


    • Poor Furniture Quality & Assembly


  • Failure: Products frequently arrive with broken, wrong-sized, or missing parts, coupled with vague or incorrect assembly instructions.

  • Evidence: "I ordered a wooden hut that had broken, wrong sized and missing parts."

  • Root Cause: [System Error] (manufacturing/packaging quality control, inadequate instruction design); [Policy Gap] (insufficient QA standards).

  • Business Impact: Churn, Reputation, Revenue (returns/refunds)


    • Inadequate Returns & Refund Support


  • Failure: Customers face unresponsive support, refusal to process rightful refunds (e.g., for lost or unusable items), and inefficient return processes (e.g., costly pickups, inability to schedule).

  • Evidence: "They refuse to refund me the hut cost even though it is completely unusable. Even the refund I was promised multiple times I have not received."

  • Root Cause: [Policy Gap] (rigid, customer-unfriendly return/refund policies, lack of agent empowerment); [Service Failure] (unresponsive, inconsistent customer support).

  • Business Impact: Churn, Legal Risk, Reputation


    • 3. Most Damaging Customer Voice


  • Quote: "This is by far the worse company I've ever have to deal with. Make sure to refund my money back because now I'm so upset with the way you've handled this matter."

  • Insight: This feedback captures extreme dissatisfaction, highlights a failure to resolve critical issues (refunds), and signals a complete breakdown of trust, leading to irreversible churn and public negative sentiment.


    • 4. Recovery Roadmap



  • Immediate (24h): Implement immediate, proactive communication for *all* delayed or split deliveries. Empower frontline support to issue full refunds for confirmed lost or unusable products without requiring complex return logistics.

  • Process Fix (30 days): Revise return policies to offer free, flexible pick-up options for large/heavy items. Standardize and improve customer service workflows to ensure consistent, timely responses and transparent communication regarding investigations and resolutions.

  • Structural (90 days): Initiate a comprehensive audit of product quality control and assembly instructions. Invest in upgrading logistics integration for real-time delivery tracking and customer notifications.

    • Transformation & Results

    By executing Sentor's prioritized Recovery Roadmap, the organization immediately rectified policy gaps and overhauled fulfillment logic. Within 90 days, the sentiment surrounding customer service improved significantly, preventing further reputational decay. The brand shifted from reactive guesswork to data-driven operational excellence.