tbdb.ai — Think Big, Do Big
Retail & E-CommerceSprint Engagement

Sentiment-Aware Brand Orchestration

Turning customer frustration into measurable loyalty

8.5 weeks from kickoff to full deployment
A growing e-commerce brand managing 2,000+ customer interactions daily across 5 channels
Sentiment analysis dashboard showing cross-channel customer interaction timeline

UI mockup shown for illustration purposes. Actual product interfaces are confidential under client agreement.

The Challenge

Customers falling through the cracks across every channel

The brand was handling customer support across email, live chat, social media, SMS, and a call center — but none of these channels talked to each other. A customer could complain on social media, follow up via email, and call in the same week without any agent knowing the full story. Response times were inconsistent, churn was climbing, and the team had no way to prioritize high-risk interactions.

Key Pain Points

1

No unified view of customer interactions across 5 channels

2

Average response time exceeded 14 hours on social media

3

Customer churn rate at 18% and climbing quarterly

4

Support team burned out from context-switching between platforms

Our Approach

One brain for every conversation, every channel

We built a unified orchestration layer that ingests every customer touchpoint, analyzes emotional subtext in real time, and creates a single threaded timeline per customer. The system predicts churn risk with sentiment scoring and drafts empathy-calibrated responses that agents can approve with one click.

Phase 1
2 weeks

Channel Audit & Integration

Mapped all 5 communication channels, identified data gaps, and built real-time ingestion pipelines that normalize messages into a unified customer timeline.

Phase 2
3 weeks

Sentiment Engine & Churn Prediction

Developed the multi-model sentiment analysis system combining emotional subtext detection with historical interaction patterns to generate churn risk scores (0-100) per customer.

Phase 3
2 weeks

Response Drafting & Agent Dashboard

Built the empathy-calibrated response generator and the unified agent dashboard with priority queuing, customer context cards, and one-click response approval.

Phase 4
1.5 weeks

Testing & Launch

Ran parallel operations for 10 days with A/B testing against the old workflow. Calibrated sentiment thresholds and response templates based on agent feedback.

Technology Stack
n8nClaude AIOpenAISupabaseRedisNext.jsTypeScriptMS 365XMessenger
The Results

From reactive support to proactive brand loyalty

Within 60 days, the system had processed over 40,000 customer interactions. The combination of faster response times, context-aware replies, and proactive outreach to at-risk customers created a measurable shift in customer sentiment and retention.

64%
Reduction in average response time
11%
Customer churn rate (down from 18%)
89%
First-contact resolution rate
340%
ROI within the first quarter
We used to treat every channel like a separate business. Now our team sees the full picture before they even open a ticket. Customers notice when you actually remember their story — and our retention numbers prove it.
VP of Customer Experience
E-Commerce Brand

Project Summary

Unified 5 disconnected support channels into a sentiment-aware orchestration platform that cut churn from 18% to 11% and delivered 340% ROI in the first quarter.

Facing a similar challenge? Let's talk about what AI can do for your business.